{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.ensemble import *\n",
    "from sklearn.linear_model import *\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION FOR DATA GENERATION ###\n",
    "\n",
    "def gen_sinusoidal(timesteps, amp, freq, noise):\n",
    "    \n",
    "    X = np.arange(timesteps)\n",
    "    e = np.random.normal(0,noise, (timesteps,))\n",
    "    y = amp*np.sin(X*(2*np.pi/freq))+e\n",
    "    \n",
    "    return y\n",
    "\n",
    "\n",
    "def gen_randomwalk(timesteps, noise):\n",
    "\n",
    "    y = np.random.normal(0,noise, (timesteps,))\n",
    "    \n",
    "    return y.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE SYNTHETIC DATA ###\n",
    "\n",
    "np.random.seed(0)\n",
    "\n",
    "timesteps = 1000\n",
    "\n",
    "data1 = gen_sinusoidal(timesteps=timesteps, amp=10, freq=24, noise=5)\n",
    "data2 = gen_sinusoidal(timesteps=timesteps, amp=10, freq=24*7, noise=5)\n",
    "data3 = gen_randomwalk(timesteps=timesteps, noise=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# STATIONARY DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 3)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X1</th>\n",
       "      <th>X2</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01 00:00:00</td>\n",
       "      <td>8.820262</td>\n",
       "      <td>2.779813</td>\n",
       "      <td>11.600075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 01:00:00</td>\n",
       "      <td>4.588976</td>\n",
       "      <td>4.836281</td>\n",
       "      <td>9.425258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 02:00:00</td>\n",
       "      <td>9.893690</td>\n",
       "      <td>-1.364273</td>\n",
       "      <td>8.529417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 03:00:00</td>\n",
       "      <td>18.275534</td>\n",
       "      <td>1.643215</td>\n",
       "      <td>19.918749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 04:00:00</td>\n",
       "      <td>17.998044</td>\n",
       "      <td>2.630689</td>\n",
       "      <td>20.628733</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            X1        X2          Y\n",
       "2021-01-01 00:00:00   8.820262  2.779813  11.600075\n",
       "2021-01-01 01:00:00   4.588976  4.836281   9.425258\n",
       "2021-01-01 02:00:00   9.893690 -1.364273   8.529417\n",
       "2021-01-01 03:00:00  18.275534  1.643215  19.918749\n",
       "2021-01-01 04:00:00  17.998044  2.630689  20.628733"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### STORE DATA IN DF ###\n",
    "\n",
    "data = data1 + data2\n",
    "\n",
    "df = pd.DataFrame({\n",
    "    'X1':data1,\n",
    "    'X2':data2,\n",
    "    'Y':data\n",
    "})\n",
    "\n",
    "df.index = pd.date_range('2021', periods=timesteps, freq='H')\n",
    "cols = df.columns\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2715228b748>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SYNTHETIC DATA ###\n",
    "\n",
    "plt.figure(figsize=(16,4))\n",
    "\n",
    "for i,c in enumerate(cols[:-1]):\n",
    "        \n",
    "    plt.subplot(1,2,i+1)\n",
    "    df[c].plot(ax=plt.gca(), title=c, color='blue'); plt.xlabel(None)\n",
    "\n",
    "plt.figure(figsize=(16,4))\n",
    "df['Y'].plot(title='Y', color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE ROLLING FEATURES ###\n",
    "\n",
    "lags = [6, 12, 18, 24]\n",
    "\n",
    "for l in lags:\n",
    "    for c in cols:\n",
    "        df[f\"{c}_mean_t-{l}\"] = df[c].rolling(l).mean()\n",
    "        df[f\"{c}_std_t-{l}\"] = df[c].rolling(l).std()\n",
    "\n",
    "df['Y'] = df['Y'].shift(-1)\n",
    "df.drop(cols[cols.str.startswith('X')], axis=1, inplace=True)\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((640, 24), (336, 24))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df.drop('Y', axis=1), df['Y'], \n",
    "    test_size=24*7*2, shuffle=False)\n",
    "\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_depth': None, 'n_estimators': 40}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RANDOM FOREST TUNING ###\n",
    "\n",
    "model = GridSearchCV(estimator=RandomForestRegressor(random_state=33), \n",
    "                     param_grid={'max_depth': [8, 10, 12, None], 'n_estimators': [20, 30, 40]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "### OUT-OF-FOLDS RESIDUAL DISTRIBUTION ###\n",
    "\n",
    "pred_train = cross_val_predict(RandomForestRegressor(**model.best_params_, random_state=33), \n",
    "                               X_train, y_train, cv=3)\n",
    "\n",
    "res = y_train - pred_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESIDUAL STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('Residuals Distribution')\n",
    "plt.hist(res, bins=20)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title('Residuals Autocorrelation')\n",
    "plt.plot([res.autocorr(lag=dt) for dt in range(1,200)])\n",
    "plt.ylim([-1,1]); plt.axhline(0, c='black', linestyle='--')\n",
    "plt.ylabel('Autocorrelation'); plt.xlabel('Lags')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### BOOTSTRAPPED INTERVALS ###\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "bootstrap = np.asarray([np.random.choice(res, size=res.shape) for _ in range(100)])\n",
    "q_bootstrap = np.quantile(bootstrap, q=[alpha/2, 1-alpha/2], axis=0)\n",
    "\n",
    "y_pred = pd.Series(model.predict(X_test), index=X_test.index)\n",
    "y_lower = y_pred + q_bootstrap[0].mean()\n",
    "y_upper = y_pred + q_bootstrap[1].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'RandomForest test predictions')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT BOOTSTRAPPED PREDICTION INTERVALS ###\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "y_pred.plot(linewidth=3)\n",
    "y_test.plot(style='.k', alpha=0.5)\n",
    "plt.fill_between(y_pred.index, y_lower, y_upper, alpha=0.3)\n",
    "plt.title('RandomForest test predictions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.047619047619047616"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### HOW MANY OUTLIERS IN TEST DATA ###\n",
    "\n",
    "((y_test > y_upper).sum() + (y_test < y_lower).sum()) / y_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 50}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RIDGE TUNING ###\n",
    "\n",
    "model = GridSearchCV(estimator=Ridge(), param_grid={'alpha': [3, 5, 10, 20, 50]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "### OUT-OF-FOLDS RESIDUAL DISTRIBUTION ###\n",
    "\n",
    "pred_train = cross_val_predict(Ridge(**model.best_params_), X_train, y_train, cv=3)\n",
    "\n",
    "res = y_train - pred_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESIDUAL STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('Residuals Distribution')\n",
    "plt.hist(res, bins=20)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title('Residuals Autocorrelation')\n",
    "plt.plot([res.autocorr(lag=dt) for dt in range(1,200)])\n",
    "plt.ylim([-1,1]); plt.axhline(0, c='black', linestyle='--')\n",
    "plt.ylabel('Autocorrelation'); plt.xlabel('Lags')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### BOOTSTRAPPED INTERVALS ###\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "bootstrap = np.asarray([np.random.choice(res, size=res.shape) for _ in range(100)])\n",
    "q_bootstrap = np.quantile(bootstrap, q=[alpha/2, 1-alpha/2], axis=0)\n",
    "\n",
    "y_pred = pd.Series(model.predict(X_test), index=X_test.index)\n",
    "y_lower = y_pred + q_bootstrap[0].mean()\n",
    "y_upper = y_pred + q_bootstrap[1].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Ridge test predictions')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT BOOTSTRAPPED PREDICTION INTERVALS ###\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "y_pred.plot(linewidth=3)\n",
    "y_test.plot(style='.k', alpha=0.5)\n",
    "plt.fill_between(y_pred.index, y_lower, y_upper, alpha=0.3)\n",
    "plt.title('Ridge test predictions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05952380952380952"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### HOW MANY OUTLIERS IN TEST DATA ###\n",
    "\n",
    "((y_test > y_upper).sum() + (y_test < y_lower).sum()) / y_test.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NOT STATIONARY DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X1</th>\n",
       "      <th>X2</th>\n",
       "      <th>X3</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01 00:00:00</td>\n",
       "      <td>8.820262</td>\n",
       "      <td>2.779813</td>\n",
       "      <td>-1.532921</td>\n",
       "      <td>10.067154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 01:00:00</td>\n",
       "      <td>4.588976</td>\n",
       "      <td>4.836281</td>\n",
       "      <td>-3.244891</td>\n",
       "      <td>6.180367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 02:00:00</td>\n",
       "      <td>9.893690</td>\n",
       "      <td>-1.364273</td>\n",
       "      <td>-3.198756</td>\n",
       "      <td>5.330661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 03:00:00</td>\n",
       "      <td>18.275534</td>\n",
       "      <td>1.643215</td>\n",
       "      <td>-4.157131</td>\n",
       "      <td>15.761618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 04:00:00</td>\n",
       "      <td>17.998044</td>\n",
       "      <td>2.630689</td>\n",
       "      <td>-4.237942</td>\n",
       "      <td>16.390791</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            X1        X2        X3          Y\n",
       "2021-01-01 00:00:00   8.820262  2.779813 -1.532921  10.067154\n",
       "2021-01-01 01:00:00   4.588976  4.836281 -3.244891   6.180367\n",
       "2021-01-01 02:00:00   9.893690 -1.364273 -3.198756   5.330661\n",
       "2021-01-01 03:00:00  18.275534  1.643215 -4.157131  15.761618\n",
       "2021-01-01 04:00:00  17.998044  2.630689 -4.237942  16.390791"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### STORE DATA IN DF ###\n",
    "\n",
    "data = data1 + data2 + data3\n",
    "\n",
    "df = pd.DataFrame({\n",
    "    'X1':data1,\n",
    "    'X2':data2,\n",
    "    'X3':data3,\n",
    "    'Y':data\n",
    "})\n",
    "\n",
    "df.index = pd.date_range('2021', periods=timesteps, freq='H')\n",
    "cols = df.columns\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x792 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SYNTHETIC DATA ###\n",
    "\n",
    "plt.figure(figsize=(16,11))\n",
    "\n",
    "for i,c in enumerate(cols):\n",
    "    \n",
    "    color = 'red' if c == 'Y' else 'blue'\n",
    "    \n",
    "    plt.subplot(2,2,i+1)\n",
    "    df[c].plot(ax=plt.gca(), title=c, color=color); plt.xlabel(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE ROLLING FEATURES ###\n",
    "\n",
    "lags = [6, 12, 18, 24]\n",
    "\n",
    "for l in lags:\n",
    "    for c in cols:\n",
    "        df[f\"{c}_mean_t-{l}\"] = df[c].rolling(l).mean()\n",
    "        df[f\"{c}_std_t-{l}\"] = df[c].rolling(l).std()\n",
    "\n",
    "df['Y'] = df['Y'].shift(-1)\n",
    "df.drop(cols[cols.str.startswith('X')], axis=1, inplace=True)\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((640, 32), (336, 32))"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df.drop('Y', axis=1), df['Y'], \n",
    "    test_size=24*7*2, shuffle=False)\n",
    "\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_depth': 8, 'n_estimators': 30}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RANDOM FOREST TUNING ###\n",
    "\n",
    "model = GridSearchCV(estimator=RandomForestRegressor(random_state=33), \n",
    "                     param_grid={'max_depth': [8, 10, 12, None], 'n_estimators': [20, 30, 40]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "### OUT-OF-FOLDS RESIDUAL DISTRIBUTION ###\n",
    "\n",
    "pred_train = cross_val_predict(RandomForestRegressor(**model.best_params_, random_state=33), \n",
    "                               X_train, y_train, cv=3)\n",
    "\n",
    "res = y_train - pred_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESIDUAL STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('Residuals Distribution')\n",
    "plt.hist(res, bins=20)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title('Residuals Autocorrelation')\n",
    "plt.plot([res.autocorr(lag=dt) for dt in range(1,200)])\n",
    "plt.ylim([-1,1]); plt.axhline(0, c='black', linestyle='--')\n",
    "plt.ylabel('Autocorrelation'); plt.xlabel('Lags')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "### BOOTSTRAPPED INTERVALS ###\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "bootstrap = np.asarray([np.random.choice(res, size=res.shape) for _ in range(100)])\n",
    "q_bootstrap = np.quantile(bootstrap, q=[alpha/2, 1-alpha/2], axis=0)\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "y_lower = y_pred + q_bootstrap[0].mean()\n",
    "y_upper = y_pred + q_bootstrap[1].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.125"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### HOW MANY OUTLIERS IN TEST DATA ###\n",
    "\n",
    "((y_test > y_upper).sum() + (y_test < y_lower).sum()) / y_test.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 50}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### RIDGE TUNING ###\n",
    "\n",
    "model = GridSearchCV(estimator=Ridge(), param_grid={'alpha': [3, 5, 10, 20, 50]}, \n",
    "                     scoring='neg_mean_squared_error', cv=3, refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "### OUT-OF-FOLDS RESIDUAL DISTRIBUTION ###\n",
    "\n",
    "pred_train = cross_val_predict(Ridge(**model.best_params_), X_train, y_train, cv=3)\n",
    "\n",
    "res = y_train - pred_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RESIDUAL STATISTICS ###\n",
    "\n",
    "plt.figure(figsize=(16,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('Residuals Distribution')\n",
    "plt.hist(res, bins=20)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.title('Residuals Autocorrelation')\n",
    "plt.plot([res.autocorr(lag=dt) for dt in range(1,200)])\n",
    "plt.ylim([-1,1]); plt.axhline(0, c='black', linestyle='--')\n",
    "plt.ylabel('Autocorrelation'); plt.xlabel('Lags')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "### BOOTSTRAPPED INTERVALS ###\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "bootstrap = np.asarray([np.random.choice(res, size=res.shape) for _ in range(100)])\n",
    "q_bootstrap = np.quantile(bootstrap, q=[alpha/2, 1-alpha/2], axis=0)\n",
    "\n",
    "y_pred = pd.Series(model.predict(X_test), index=X_test.index)\n",
    "y_lower = y_pred + q_bootstrap[0].mean()\n",
    "y_upper = y_pred + q_bootstrap[1].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Ridge test predictions')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n+Jp6DCAjKhjs9je9HruE06JpJFBWNIiKik4fDaImCKJxFFXD2VAaU0NdiKTFcjnF5PQs4PEiEAggJ3HMzc1t6ToJwik7UmCVvKPMRJSx7qrWTMBkQXZFYGUExdFMxPqPI2+qwArEc5bH5EQSWARBNMfZUBrRjFj22SsxMTWDD3zkE/AX4hA6RzBpY/IFQWwndqTAKqUIzUSU1UxAt8bmNOp/Vc1mFrrHs2KFJUM9cqKCkd6OTVgRQRA7kVrCysjo5DS8nhmoGkdWVDDio+sN0T7sOIGlaeveKdUiCgDOvPR8WVCV/qtFRpBdqXuKuzRWZjML3e2uOWNDhBEEQdTDWJ9ar162lAHICrShI9qLHSewqg1GSyLKrB6rFm7UPakab7rAvURWVCDIKrr8rU/JJW12PcayIjjnYGzziu8Jgtg5lDIFdq7PGZFG5xDtRaud3DedeoXZxnosVVUQDlm7tTc7mzCZlxwZnprBOXBtLe/Og5mgaRxZmxcySdFci9ARBHF9wfl6A5Cd67OdsgWC2E7sOIElKBoiK8s489LziKwsl39vVdRei2brsNwWH8uJQstHR6QF2ZEorOeTtdmQ4zNBtBcZcb0ByM71OScp4M04NhPEJrPjUoQLi1drhpqtitpr0WwEa81lgaVqHNfW8jg40efq4xpxKiqjGRGKqsHn3RqtnirIOLucgsaBew+OUrqSuO7ZbM+8RkkZShHsXJ81Tfff6+vccV9bxA5lx31SFxYX61ozmBW11yIvqQ2LB1FRWxLSjqSFbSWwVI1jLS9hor95SwunSIqGM0upctdoPCdhrK9z09dBENuJk1cTEBUVN+8e2lRrF6dUX2vsXJ+zgkICi2gbdlyKcGxqt+NUoBk5sbHUk9vRqxJ5SUVeal0tQiNp0a3qJjy3kq5w7Q8lC1uyDoLYLqQFGemCDFHWsJTQazaDwSCeeeYZBIPWdaebSWPXGip0J9qHHbcVGBybcpwKNCMrKRjscb4LjGftCax4VoTHwzDcY7/9OJaRsGfU/T+dIKsQZec1XlshsFIFGbEq/5xYViR3eeK6ZmltfZMRSYvolq7iv/7B70NRlG01z09U1IbqJtNU6E60ETsqgqVpHKKiYmJqBjfdfnfT4gpofKixnQjW2VAKv/XlM/i/vnwGp5eSth87mq1vzNcMjdacbcWu8lp8Y0elplXWdRDE9YSiagin15tOVI3j1NlLUBQFe/buhaIoCAQCW7dAA42epxTBItqJHRXBShZkuN1kkm1AYGUE2Va33zfOrIBzQFY5/uyJeRyfGYDf48GP3zqN2eGeuvdL5iXIqga/y4Xl6QYvXqKsQVI0dPg2R6/nJQWRTO3uxayoYGJTVkEQ24u1vLRxLFf/OOJ5FSuvXsBgXxf27Nm7NYurItngZk5ROQqSiu4OilIT258dJbBiLYjsNBLBspMejGZEXApnK3732nIaACAqGj7x1sN178s5EIjlcGiy3/HazLh4JYBL8wsNpVYzgozRTSowDyULdYV0ozVzBNHu1ErVD41N4f3/4ePlkgmlZ2QLVraRZixw0oJMAotoC3aWwDKZadUooqw57iS0M3/w+YX4ht8p6SiUVBhXxBkA9QUWAFyN5yGrHMemB2yvy4xr167hoU9/ErIs23K6ryYjKJsmsMLp+n/nRiKOBLETqNe1bOzOuxbPY2aoe1MmQtRD03hTqb6MIGNyYPO7lgnCKTumBisnKsi3yGzSaVTEquibc47nrqwLrHsOjGLal0Py2UeQOf0Ylp/4W1y9ds3yeULJAhTVHePR85cXIMuyI6d7I5slbNKCbFocW5DJjJC4PrHTbKJqHPORrOVxrcSpmfHG+9MmimgPdozAakV6sETWgS2CIKt1669KDvOnL14pF6r3dHjxobv34qePdKLHx+AfnATXVFy8vGDr+XIuicqRyZmm7C2aNWW1S8QkegXohe6tEtoEsV2RFK3CssSMSEZwbWPWCFazTmtN4jCyWdcagmiWHZMijNm0RWgEJ3VY9XaRxmGmSUGDsv9H4RsYx4HxPvi9HkxOz6K7swO5VBjM4wXvG7P1fHmpuYHUJfpGJ5uyt8hLKlIFueXGhvWK243kRAW9ZEZIXEc4Sblpmt7lPLFFaTazzbCdoc+Kyjdt8D1BNMOOiGBpGm/prsaJz1O9VJlxmGlBEKGkwgCA0V7d/2piagb3vfcj6L/5bRi69wEIncO2ns+Nom5F1RDNiE3bW1yN55peixl5SUHexut1K6pHEO2CUy+6SAvqVe1w+UoAzzzzTN3olJ2hz4DeCEQQ250dsc1PC/LG9mQXcbI7rHescZipzD3wDU4CAEaKAiuysgx/Pg7f4CR8A+OmhdxG3HB1n49mXRkiHc2IyEsKejpa87FKF+y91ka9ywiiXXFaAxnPSeCcb+rszmAwiP984gQSWaFudMrO0GdANyoFtu8YIIIAdojASrTYXNKJ94pZJ08pBffYNQ3nM7qwGu3tKIfFE9kCkqtZDN37AMIZ3QcrsrJsmrZrtt4oVZCxnHBnxAznwLlQGowBuwa7MTPU7crjlrDr00WdhMT1hlMPO1nRkCrIGHIwQaJZAoEAMnmx5pzYEnaGPgNoaOIEQWw2O0Jg2Z37t5ws4Go8hzvnRsomnVYCpkTGhveKomqmgqfULv3V8Hkgo6fTRno7EF66DFVVsGfvHM6EXoWSCiOcnkQ4tIQvfObTpvUIeUlpaic6H8m4as5aKmDVOFwXWHa9c7KCgvMraRya6GtoUDdBtBOcc9sF7kZiWWlTBdbIrhlw5rWMTtkZ+qxHsAhie9P2Astu/VUyL+H/ffQCCrKKZy7H8OtvO4J4OGRZUFkiLSiYsLCcshs5MQrCkd4OqMWweCKyBL/PD9/gJARZw0IgUK5HqLfj0zRAkLWGjPfiWRGJXGuif6m87Gq6kHNn3jnLCd2M1C2fMILYroiK1pDtQdKGX5+bdA1NuDYnVqAIFtEGtL3AMtZfmUWjnrsSR6G4y7scyeJrr4ZwQAtaCpgSdr7c7dQIyapWjsQwBgz1dMDbtx4WT18QEFb7AACe/glb9Qg5SWlIYC3EWluUHkoKODjR58pjZUTF8ZeIQLtc4jqg0TKB0rXT69mcOqx4VrIVnbIDFbkT7UD7C6yiqDFr7+Wc47kq5/RvnFnBL9w2Ytv7yU6Xjp0UltHlfbi7o3xxK114vpdbQDiwBgAQO4dt7fjyogo41DEZQXY8cLUkYH0+PxRFttyFrqbcE1iNdIlSnQZxPVBoID0IFIejF+Ryo00rkRTN1UHNlCIk2oG2F1gZUT9pje291dGoxXgOq6lK/yQO4PFrCn7hlz6B6MqSpViQFA2ioqLTVz9SZEdgVacHq9k93I3vB/SfL4Yz+IHD+y13fLkGOgmdpgZLAjaXTWPh4jnsO3wMff0DpmlVQVaRFRX0ueBJZbeDsOL56SJMXAeYTTawIpmXNkVgreUkV2s9KYJFtANtXwFc8oEya+99bn49enV0Vz98xahRIJ7HVbG7rvdTtaNwtUgzIsiqrULTuIXAutFQM3Q2lIZmw36ikR3smsP6i5KA7e7phaap6OnttTVSJ+6Cwz7n3HYjgxFV5VvqWE0Qm0EjBe4lWt2BXcLtSRt0bhPtQFtHsDjnZc+jeu29C7EsnrkcK9/nnTdP4fnTl/DtF1+Db3ASXzrVgePTgxucv2ulHIEZhNMi7tg7DE9V3UJ19KpePZhVBGvPSA8Gu/1IFWRkRQULsZxlms3pDpZzbmsgtZGSgM1l0/B4vMjncujrH7AcqRPPSdg72uvouWo9RqNfIqLibFA3QbQbzVi1pAsyNI1vuJ65TSMbJCvo3Ca2O20tsAqyWmEwWl1AKcgq/sczi1CLsemD430Y0tIIP/UFCAsxKGDAvQ/gM0914ld/+BB8nvWTtV7KMV2QkRY2+scYBZZZPdiaYaTPaA2BxRjDTTOD+O68LgpPLyctBZYgq44ukumCAlV1Fq83Cli7NViAnoJotpC2GZ8uQVZpbA6xo2m0BgvQhz8H4jnsH3enVrIWZvNZm0FUNPR2uv6wBOEabS3/rWwRvnV2tTwSosvvwc+/cR+iK0tgXMMdxw+DayqUVBgXVjP4l5dDFfc1SznGa+zGjANMzcY9VESw+mrXPty8e7D885mllOlrBHSDTyf1Rk7TgyVKo3RuuOV22yN1NA2Oo2VGBFltKr1AtRrETkZRNchNfsYXojlEWzg6x+kYH7tsRqE7pSGJZmjrrX0913RAt0N48lK0/O+fuWMW4/2d4EXhhFwM+8YHkCyOrPnufAw/ddtMOQpk5iicyEnA+PpzaRpHVlwXWGbiLGIQC/WKS49NDcDrYVA1jmCigIwgo7/LfCxEXlJte061IlxvRjwrYayvsa3mSkpoqji2mfoUgtjuNBO9MnI5nMF4f2vCQa2arLAZXliLsRymhrpdadQhrj/a+lNjduK+sLhW3jmN9HTgngNjACqF08TUbvzRs/FyvdNiPIcDhlB5Pc+WVEGGoq7n/zNCpUdTPXG2lMiXd4odXg8m6lzQuvxe7B7uxtV4HoBeXG8lsOzWYXHe2sHYtdAL3fsbuu9KsrkxPhTBInYybgmsvKRCVrXyhAs3cdOewUgr0o7VRDIiBFnDTYasAkHYZUemCDnnePxcuPzvNx+dqKgBKqW6Jqd346aZ9RPntI10nP74ld03tewZSs9hFGgvLK6Vf75ldtDU8mHcEPGJ2EiR2b3QZkWlpYOxa5GX1IZayXU3+Oa+QCiCRexkBMk9kdGqjVerUoStPrfTgoyCpCKSEWiAPNEQbSuwVI3X/dIOJQUsFyMfnT4P7js0VvdxjALrzLI9gQVUptnsDFrVOK8QWHftGzU93hjdslMfYVeIJDepLbuaRuqoVtLND6GmCBaxk8mI7p3PrRBCiqqZbq6qrXCc0GqBFUnr1yzOdU9CgnBK2wqsjCDXrc1ZSa1/MR+Z7DftIrtxeqAc3bq2lrc9n8soeuzs/OYj2bIo6+3w4rjFjLxxhwLLboTI7sBkt6nVGGCGpnGE080X3lIEi9gsVI3j4mpmUyPEbtZT2tkoOsVMtJW6rR/90iN4+KFPORZZ+VYLrMy67+FaVkJwLd/S5yN2Hm0rsMyEwmp6/cSYHOwyfZwuvxeHDTYIdqNYgqzitUtX8J0nn0Lg6jXL409dS5R/vmNuxNS/JbKyjPTiGShpvUjflsCS7e0+W11/VW9HmshJtkxTS8SyYtPdUQCgqHzTU6LE9UkkIyC4lsf3F9daVndkJCsqro6DamRaghVmAsus29oOqspb1kkYShb0EWQG5iNZ2rARjmjbInezi4Ex8jFpozPmxulBnF/VQ8DzkSzuOzRucQ9dSPzV3/w3eBlHStBMR8YAwIXV9RDzrbNDpo/78EOfQl6QkFxKYejeBxCx0cGiabro6/LXr+uSFK3hmqbIyjLOX74C9I3jvtuOwsM2+lqZ+X+pGsf51TQ6fV4cGO8Fq3F/I8EmvK+qERX7HZYEYUYwGEQgEMDc3BxmZytNdkNJfWOXExW8GFjD0V0DmB7qbtlajJ56blDyq+rwubfvNhvjZdZtnRUVBGI5HNnVb1p4X5DMx5c1gqxquBzJbvi9qnGEkoWWeoYRO4u2/dYxi2CFjRGsAfMIFgDsH193Gl+M5Ww9fzgURKYg4fDB/Vi7fKVi9mE16YKMpaJg8DKGQybGoaVd3Z69e/HytVegpMLIDowjLymWIiEnKqYCq9H0YGRlGX/z53+MlxZ1c9aX3vtL+PhPvGGDSDKbBwkAK8UvoIFuHyb66/9d8pKiW2G4RMGBhQVB1CMYDOLBBx+Eoijw+Xw4ceJEWWQJslrxmdU04FwoDY1z7B7uacl6Yjn3vavSgtywpUot6jXflCZdvOM9H9hgWqxqHH/0rQsIJQXcunsIH3vzwbqPn5dUDLn89l4OZ+tGz0NJAfvGrDeIBAG0aYpQVMzn/jkVWHtHe1BqMlxJCcjbGJ48OT0L5vHi0vzCht1XNcYCyX1jvaYiqLSrC4eC6OrqgK/o02UnTbhsYWmQKjQmWsKhIMLJHNA/Dq6pOHXuUtlpvtbaa+1IjZSEVj2acW6vRat8eIjri0AgAEVRMHihOVYAACAASURBVDc3B0VREAgEyret1JlTemEl05J0oaZx2/WiTnC70L3WddpYe/XNf/riBp/BhVi2HA18ZSkJRaufBm22y7iaaEZEyOQ6KsjqpvsIEu1LW27rzSIxWUFBrnjSdfg8GOox948CgE6fF7uHe3BtLQ8OIBDL45hFEbqZEWk1xvTg0SlzPyjj4/KAgss5XSBGM6LlTL9IWkRWVNDX6auZLmy0g3ByehaJggo5HwbzeOEbnMTfvRjEsakBjBp2u3bfk1hWhKjUDu3LqmYpFK2ongPZqjZxJ8SzIlZSArr8XsvRR8T2ZG5uDj6fD4FAAD6fD3Nzc+Xb1kyiSYmctVGwUxJ5CSa6o0y9maj1bm/ETsWMWjViVpHu+ar0XDwr1d0ou7leSdFwfiVteVwgnkdBVtHf5cdgt7t/V2Jn0ZYCy6xQO2zo/Jjs76xZK1SL/WO9uFbsElmIZS0FFlDfiLSaC4aT9oZd9h/3rHYNl89HAKA88seKQCyHwW4/FmI5vPHgWLlDUtN4w0Kja2gCnjt+Gv3JMHyDk/ANjENSNDzx0nkc7RMqLt523hPO9SjW3NhGwXg1noPicE6ikVp1YL2dext+PDfISwpOL6XKxfaccxyabMx4ldg6ZmdnceLEiQ01WJrGTWtCkwUJe+BuHstOFMWsJrLe7cO9c66tUVTUmg0mVpFu44YU0DMS9QSWnWyDXeI50ZZ5aSInIZGTsGuwC4MzZEBK1KftBFYkLdQNxwPO04Ml9o33lkfrLNisw7LDWk5CuCiO/F5WUe9lhbFOye6ssNWUgNXi+xNOC+Ui20wTBqOvBJPw9o/D279e/K+ko/j2I/+MxdHumhdvKwLxHKaGutDp80LTODj06FVwrbHoVWknnojHNuyOJ6dnHA3DdhNN4zhjEFcAcDWex+RgFwZcjmoQrWd2dnZDcXtakE3PrUQLvOfsCCyrSFGt2/fs2ePaGuuNsjGLdCuatiGCtZoWcHOd53DTqsGpmehWeQoS7UNbCayFaBYLUXPxU9FB6EBgHRhbT9ssRHPgnLtSyHg5nIGSjkJJhbH34AFHoyiMXljGyJxV2L/EUqJQFlipBi4G0YyI//HdBVwxvOc37x7E6aUUlFQYSkHCrpnDNS/eVigqx6VVPVL46lISiZwEn9fTkAg07sQlUQRjqNgdc64LzK0I559bSdeMHAZiOdy8u343KdE+WAkoWdGQExVTPz4nSIpmq67QKlJU63ZRUV3bjIgm4qdepPtqPL/BHNjMD69k1eBGJ2FWdCbWBFm17Nwmrm/aRmCVBh9bURnBst8NMzHQiZ4OL/KSqs8ljOVcacd95cIVJJ99BFxTEQsNIPID+zeE6euJpSmDh9dSogDOOaKrIdOwv5F0QUYyL2GopwNJhwXumsbx359Z2BDNe8fxKZxeSsE3OImMAqwsX4PP6zct8q9HOC0gI8plv5lGfa+qd+J3/9BbMTw6XvGeZrdAYC3GcuVoYjXRjOjqly6xdSRsFJsnC7Jrf+tEXrI1AN2qJrLW7ZzrnX9urLWROYkXVzc6phuv6TWfxyWrhkbG4STyEqYGW2fFQbQ3bXN1X0kVbH0BN5oi9DCGW3YP4XsLcQDAt86F8Us/2LzAunD5Crimwj84iT6/UBHpsaqRGO3tQG+HFzlJRV5SEc2KlmH/al4JJnHb7LBji4bHz4exEMuVo2+DEzP40buP48B4r76mgXH03/M+vPHWPhw6sN9WAW0tqs38GqF6J370ptdteD69k2vzLoSKqiFgkmrmXDczpFqs9oZzXvPcqv7sJ3ISZlzyxHLSxWZVE1nr9rzkjsCqlyKsB+ccJ68mNvzeSmC5YdVgNnrNjEROJoFF1KVtBNa1uL0xBTGD+d64Qz+Xtx2bLAusU9cSiGQEU78mK3KigqR3CMzjLYqUyYpIj5VYYoxh72gvzhWL5K/G89hr0wqhhKJynLqWcJR6W8tJ+JdXlqGko0g++whmBzsxJwzgjnceA2MM00PduBzJwjcwjsF9hzAxNbjhC8VKPDZL9fNZdS9mN7mTMJaVLN/zRnb4xPYimZehVjVl1Prsd/ndq22yEzFrBrfcyu0+Tk5UcDmSRVZQyo1GHgaUTp9EXsYn//UCDk304Sdvm9lQuuGGVUOjVi6tsMogdg5tIbDykmLrJMpLSvlLq8PrQX+Xs5c3O9KD/V0FnLt8Bb7BSTx+LowP3NV4B9qVaBbegXEM3fsAxpDCz737voovfzu+UXtHeyoE1p2377ZtD1HCaV3T4+fDkFUOJRVGj4/h9uOHEQktlQXg1GBX2ek4lCpgwpPd8IXiNNJWwk7Uq554M3v8jKC0tNA9kZMw3NtR/veqxa4bcL7DJ7Yfi/GNUcp6n3036nU4byzS4gS3vKXsbCDWchL+6zfPI1kVBXzL0UmcWU6Vz6PLkSwuR7K4ZXYIB6pKN9wQhI2kBwH9vZJVzVFtLXH90BYCy270IW6IXo30djguUo+sLCP/wj8gs7QG5vHixZ6fbUpglUSIb2Acd9xwo60aiGr2jq7Hvq8WL+Z27SEaIScqeLrYTekbnMTMxAAioaUKAWgc/xFKCpgqrNbo3HMWaQOsU6YlGhFvqsaRFmQM9XSYHtcIgqzilaUk7to3gp4OH2RVM/VFKtGqOWrE5pDKyzXH1dT77CfzMnYNNiewCrJqq/6q2edwAyvhIykaHnpyfoO46vB58PbjuxDJCBs2Koux3LYSWKXnJ4FF1KItBFbarsAy1Cb0SAmceel521EeQP/i7u9g6BzaBTG5itjKElIFueHiaGO78aGJ2rU2VmJp78i6rcPVtbxr3Y31+M7FSLmLZ++ePfjoT/0WIitLFe/jtKHmYCVVwOStG79QnBixlrArnBoRb4C+W26FwFrLSVBV3Y5hdqQHWVGxZQIpKdqW2UcQzVMregXU3zgl8rp3UjO0OnoFuOMtpaiapZ/d106HEKhR+vG2Y5MY6PZjpHfjubpUo9HJDUHYzLQHUdFAlZRELdpCYNn98JeKP5V0FMFnv4xHX+lyVP8zOT0Ln8+PTiEOqehYvhDN4rY9w47XLMhqRQdeo+7dY30bC92bqQuz4pnL6yNw7r9xFyanRzE5vbvimOmh9ecPJQWM7zpa8wvFaaTNrnBqRLwBratdKX3uMoKCcyFrJ+gSnOsX5+4OavNuR8zmZdb67Lvhm+T2aJhaCLLa9EbOjug5ZShof+8duzHS24GCpOLeA2MAgP1jffjOxWjFfZYSGwWZKDe/UWlWYBFELdpCYFnN8irV7VyNeQEwKKkw/ExzXP9T+uL2PfESXk744RsYx0Is15DAuhTOlGufdg93NxwFqy50X4zlWiawEnmpHAXs8Hlw51zt1z3Y7S9bWhRkFaGkgBkX0pZOhFPpCyyysmw7UpkqyC2JGDUzm0xUVBJYbYgg13YpNyMnKpAUDR2+xtNJm9EYoWl6fWCjn8u8pOCsxUYjI8hlA2afh+FNRyY2pNnumBvGpXAG4YyAc5cXoaTCCOR2QdNu2HAON2MtEc2INUf62MWtpgBi59FU4pgx9seMsQuMsdOMsS8zxoYMt/02Y2yeMXaRMfYjjT6HpGimH37j4NBn/+mvoKSj8A1Oorurw3EKCdC/uO994xvhG9BdyxcbdHU3XmBunLIej2OG0f39qUtRkyOtKQmSyMryhtuMJq5zoz3w1akrYIzhmOE1Pb8Yb2pNRiamZnDT7XfbLogv/e0ffuhTNV+TEU3DhnqPZskIsq3xGvWgQvf2pOGuswYHrpfYjBQh0Nw6TwYSlnWzRvPivaM9NWuY/F4PfvaeOfzczf3IP/8PyJx+DLGnv4hz8wsbjm1GeF6JZq0PMqEZcUbsbJqtzHscwHHO+c0ALgH4bQBgjB0D8D4ANwK4H8BDjLGGtkNW0Stj3Y4gylBSYfgGxvFTP/+rePu7H2jIHmC/wdV9MZaD1oC7+FnD/EE7cw3NuO/gGLzFcP2lcBaXIxvN+OxgJUiMYtL4HtTi7v2j5Z9fWFiD1urK2xqEQ0EURAlJ7xBeuRbHt144Y3mfZqJNrXg82v22J436t5nNUbX1vCYCy2zzZOd2I4lcY+sUZNXWhsMoaqqL1qsJh4Lo8XH4ByfBNRXnLl3ZcIxT4ck5h6ZxRNJC0xYu1KxC1KOpFCHn/DHDP58H8J7iz+8C8PeccxHAImNsHsDrAXzP6XNY7RSNdTuSBvQMTgIADu7bi9G+w06fDgAw3OPHULcfyYIMUdEQShWwe9i+k108K5YdvH0eVrfA3S6jfZ24a/8InruiR4q+cWYFv/oW549pVUS+EFu/6O2rMYjZyPHpAfR1+pAVFazlJVwOZ3Fk1+aWesbZIE4tpaGqetfnE0scb8+KGDPxP0s1GUGoxu6MyHpQ/UZ7kmuwENzpOJZq6gny0uYplROwVlDx5gc+ijuPH8Js8brl1Jeu0QiW3W48JwJrcnoW/d1dSKyFwTxeCF0jG45xulGJZEScWUo5uk896Bwm6uFmb+mHATxa/HkGQNBw21LxdxtgjP0iY+wkY+xkNLox/WU2pR5Yr9t560+8Hz13vw++gXF4GJrqFmOMYZ8hLed0+PM5Q/Tq8GR/UzUXJe4a5xCDr0FJR/HachqxrPMvdrMiclXjFR09VkOpfd7KGq0XXEwT2mE1LeCfLhYwcM/70X/z2zB07wPwDozj2fmY6f1KdVhuIMhq04XLFMFqTxrttGvWDqBe3Vc4FIQkSbhc6EZwLYN/fvplPPi1c3j2Sqx8e2lzpaoKwqFgzccpkRfVhiIzORsCUtE0BGLr15pBNWUaWZuYmsE7f+6Xy+d50jO44RinKUI3mwXoHCbqYRnBYox9G8CuGjf9Duf8K8VjfgeAAuCLpbvVOL7mlYFz/tcA/hoA7rjjjopj8pKCaNbasHFiagZa7yh8F14DoIsrb5OFzPtGe/HytSQAvTXY7oBloFJg3WiRHhzs8aPL5zUdBxFZWca/PvwX8AbjSIoahu59AKeXUnjz0QkHr8i8iHw5WSiH9od7/Bi2IVDvnBspd/lcDDeWtmwEWdXwmSevQJA1+AbGy/VyAPDd+Rh+7ObpuoXsmgbX/LCajV4BdHFuV+wIiVoUJF0kNXJ9MvusTE7PIl5QkV9bASt2QAPAo2dWcc/+0YasTVJ5GRMDzio77NSmLa0VIKn6tWZATeIrn3vEMrJ2/PABdF0UyvevxmmKsBmhW42icrJbIWpiKbA45z9sdjtj7GcBvBPAWzgvF+IsATCewbsBhJwubj6SteUnBOhpuRKjNfxTnGI007yyeBUrX/uyrfC6pvGKVn2r+qupwS7sGuhCVlTgYXokqXp3Vdp97tu3D6fOXYKSCuPVpaRjgQXUt05wUn9VYm60tzzSIpIWN22y/HNX4lhO6hdZn4fhN37kCP78O/PICAoSeRmvhVK4efdQ3fsn8+4IrEjGWvxbIVB6oe2QVa2pxoZGB49XXxeMm77xXdPw3fFe9Aevwjc4Wd50rKYFXApncaQBa5NEXsaEg3mu+hqthcu8IT04xtP2vO8GO+HzMCgax1peQkaQ0d+1/h46jWC53Y0pKCp6OtqiKZ/YRJrtIrwfwG8C+HHOudGg5KsA3scY62SM7QNwCMD3nTx2Ki8jkrYfITCajI72uSGw1i8sS9eu2g6vX1vLI1e8EA50+bDbZMCrx6MPpPZ5Pbhr3wju2j+K0Rr1Q6XdpycbBVdkqLkUzl5acDX6YayJGGMZW8WwHT5P2TiRAwjW8KhxG03jeOzsavnf77p1GvvH+3CPoei+NE+yHs12El4KZ7AQzbriayQXzUaJ9qG6wN1J8TjQePTEKAqqG1ZePHsZMfSja/Y4ekYmcde+9TqlP37sIh5+/iri6LfdoQvoEVqn1xg7ESzjtebY4YO2Ims+jwe7h9evpaWZhSUUlUNW7Ytet/3EqJOQqEWzkvsvAHQCeLxoSvc85/wjnPOzjLF/BHAOeurwP3LObX+iOec4v2rfsBEAwqn1aMJor7Mhz7UY6+tEh9cDSdUgdo+CJzy2wutnK9KDg6ZmfRP9XeX25FJ4uaeG90wptXfhzCmc+9wjyF95AYXFk/jeXXvwptuPNfoSKyhFsJR0FGe+/k0s+pmtYtg9Iz0IJfX3PrhWaLqg34qXg8myf06334s3HdGjeHfuG8G3zoUBWA8Gb3ZAayhZsHSpdgLtftsLY4F7I0PNG7V4MAqz6oaVJ0+eAzy6IfBdcyN409EJvLC4Vj7+qUtRPHUpiltnh/Dhe+dsfd4EWcXJQAKv2ztk63hRUW2dF1ci69Hy2244gHsO2Ius7R3tLdeJXo3nceN0ZS1WwebIGlnVILscOaZCd6IWzXYRHjS57Q8B/GEjj3s1nnfcOnsmtN4RYtUBZwcPY9g12IVra3n4BsbxQz/4UfRIa/D5/OUIVq2LQUV6cGrAtHZrYmCjEKwlsErPFQ4FMTrQA5kPQE6F8cTJs7jv1qN1/arskpcUrBQFqpYOo9vLsWtmjy2T1j0jPXh+Qb+QV+8qW8Fj59ajV286Ml5OSU4PdoNBj6RFsqLpAFZF5ciKCvoaMCZUNe6quAL0+hESWO2DmdCxY2rcqMAyXhOra6pW2XopwhsOjGLPSA/2jfVu8PF7JZjEZ7/xfbx1j8dWqlCQVVyJ5HDT7o2F5dXYqUtby0lYy6+bGe8e7oHX02srqlY5l3XjtaYgqRjosk69NmqxYUapISAnKg0bnhI7j233SZAUzbG5ZzQjlqMofi/DDVPuRFFmhrrLoiHfMYR9Y72mu1VBVivqC8ZZBg8/9Gc1j4+sLOPllfM4dvgAZmfXI2JmX7ST07MYG+xB8KrerhyU+/DnT8zjl99yED5P4yLL+H7P7plDx8XTtoth94ysX/RaLbBiWbFsUOhlrKIGrcPnwVh/J6IZEZwDqykBsyP1rTUSOakhgdWKovScqGK0sUlKxBZgLEdopHi8kRRhdW2msWFleGIaD34nAgBgbF2I/Pt75vCFF67C7/Ggp9OLFwMJKOkonn70Eazt6sNwX7etiFssK0JRNcuNnJ3XtWC4Pu4f63VU7L/XcD5fXdv4HWG30D0vW6/TSVMToEewohkRazlp0+1qiO3LthNYqynB8QiK00vJ8s9Hdw2g0+dOoXXlzL0CxrIr5j5S0Vx57TND3SgkVmseX0orjPf60NHhx4kTJ8oiq8vvgceDmsX9E1Mz+OjHfwtf+PZJnE51wDcwjrMraXx/cQ33FOd32cV4AVmMrV/kbji4D297i/1i2FmDP9hysmDrQtwop66tzy67Ybp/Q6H6iJZGMHgZvsFJhFIFU4G1lpNMb69HK0aVNOqpRGw+gqxWRJIamYspyppphLUWtSL6pYaVK9EsOHSBNTXQVb7+TQ914zd+5Gj5eA9bwFNPvwauqQip/ehXCrYibqrGEcmIFY0/tbBjHTPvwP+qmpmh7nKheywrbYhC262rsjqukbRvXlIRzWQ2pcmHaB9a803YBKHUxhZcK141GMbdYiOUbRfjBSWUFCx3q4F45XDneseHQ0FwTcH+/fugKAoCgUD5fowx05N0YmoGH//gj+PNt9+w/rwxZ5Gj6gLZs5fWR0/sG+91NK6mt9OHsWJTgapxhFLNd9bV4yXDcNjbq+ZDRlaWce3f/haZ048h+ewjuHglUP59rQLkRF4Cb8B9vjURLBJY7UIt534n50uJlMNGi4xY/3hjzaHZpuHdr9uN7tEpMI8X8fASMhK3PUZs1cRGBtAjU/GsdW2jcUTOAQuvvWp8Xg9mDIXuwaqIud3Nj1Wky6lnGADEMiIKktqwPxqxM9lWESyVc8e1V4KsVngwmbXnO2V60CCwUgVMTB0x3a0uxitn+U1Mjdc8fnJ6Fh0dHQgEAvD5fJibm6t4nN4On2mdAGMMN80M4unLuongStqZKDVeQFaWr2F+IQDs0ne6B2xaNBiZHelBrHhxvRzOVKQN3SKRl8oXZw8Dbp2t/DuHQ0F0egH/4CTkVBiLgQDOvwp88bN/An9nF/r6Byp2oorKkS4oGOxx1i7fitmBuU2aL9duBNfykFUN+8Z6TZtFNhO3Ri0lcpLpxIFqzOq2rhqExpCWrjv8fKS3Az98+zE8qjwAJRXG7tuO2RaFiZyEvKTULGGIZcWKOab1EGS1oozArh2Mkb0jPeX6q0A8hxsMM1HtpgitNjSNpH1LiLLW0ig+0V5sK4ElK84jCpfCmXJabvdwN0Zc8MAqMdrXgQ6fB5KiISMoSBfkuj5SABAw1DLNFQvtax0/MTWDj37iN9ErJTA3N1dRgwXUL3Q3UrJHAIBwypnhpfECIqoMcs8ofMXnrVV4b8XRyf6yKeu/XYjgTUcmXDfdO2WIXh3Z1V/hgQOUxml0Qo7o9WlreQ1f+OyfILh4GT29/ZianduQDlnLSw0ILPfFkKzovkpuOP7vFLKigour+sapp8NX8XnfKjjnFfVXzRDPSTjk4HizjWdJtCjpKE5/7ZtY7KjfAXzbniE8fl43553P+cE5tyVeOQdeDaZw59xwhXiQFK2isceMl64lKq7VfV3Ov36MJQkrVdFyUVEtDT853+gzWE0jaV8jOUnFYDedy8Q2SxE2krIxRq9u2GU9VNnJRtjDGKYNF3Yzn6dUQUai6IvU4fVURL9qMbd3D+67774N4goAemwUX4/3d4JnYhCCryE0fxovvfCcbR+e0gXk/p96Pzy3/3TZlPDwRD88DUQK7j04VhaFkYyIz38vgJeuJqA48KWx4oLh7/y62eENt09MzeDnf+XXMVAcp5HI5uDv7ERvXz/yuQxkUdiwE20kGtGqwa6UJqxk1fDl6bTppVVEM6Jr7f1ZQXFkVlovgqVoGkJF010lVeoArp/aOjDeh97iuZosyBXRLytyooIzy6nyec05x4XVtO3X8fyVdX86o0+XE0YMHoepKh86znXLEzNSBdlWjW8jad8SlCYkSmwrgdUIl8LrRZNW3RseD3DL7BCcNNztHV2vE6jXJRdZWca/PfkUlLQ+NmbPSI9ld0yXSSF+j41CybXwCvLf/3ukTn4Vsa9/Gv/rf/41Hn7oU45EVmH0MAKCLgQZA37slilb962my+/FDx1ZH1fz3JU4PvPUFfzjyaWGHq8WxujgocnaqYXdu/dg9w236/MoBybh6ezF1OwcZvcdwgc+8vENF8tUQXJs8uk0RWjXhLLR1v2dinF0VE5UEFzLI5IWtuzLK54V8VrIneHAJRI2/dgEub6/1EpSgFL8DE9M70ZnR4dpasvrYRVlFK8GkxuOMSOelfD8whquxfP43kLcthl0Ii/hQjEiyQDctW/U/A51GO5eF1iJGgOprdKEMRt1Ys2y1ZulvORMvBOtY1ulCJ0iyCquFuueGIBDE+Y5/dHeToz1deLAeB8uG4SZGcZ6olreK6WC8cVIGsm0iKF7H8DcDdYjbMwK2Xs6rQVWOBREtwcodHRD1lRwX1d512pn1yUpGv6XQQC95ehEhZh0yluOTuKxs2EoGoeSjkJJhfFEbhd+8rYZdNtIeZqRzEvl6GCnzwNfYQ1nFk7XDN9PDXUhmhX1qNxt78GbZxgOH9xf8z3RNCDjYGwJ59xRBMtJN5LbztLtTCovb/iiXE8XenHnvhFHHXhu8FoobXtsl13iWQmTNkbRmEVajVH1A/vm8NP3W6e2bpkdLE87eHUphXfd6ixKI8gqLjmcPfrCwlp5GO2RXf0Nl3IMGVL6tSYp5CUVZtLNrqhthkbnVLqBpnG8EkxCkFUcnx50POqIcJe2jmDNR7IoBSB2D3dbGrxNFW0X9o72YsDml6pRYFV3rQDrBeNa3xi4pkIMXQRbvWAZsejy13/rO31eyzqsyelZ9HR1QpUKgMeLVCbjqCDzyUuR8siYgS4f3nWL81C4kcFuPz549170KUkkn30EmdOPIfb0F/HEyXNNPS5QmSKa9GTxxc98utwBWf0+G0X2NakHX48OYmxyuu5jpx10c4mK5uhL1kk3EkWw1inNmaxFXlLx2rK7kSQrBFl13fkbsD9RwGyouPG2qYEuW6mt49OD8BZLAa6t5ZERmh/5ZMVLBouVN+xvLHoFAH1dvnJ2IC+pGzY8Zp2Esqo5Ot9LOB6FtMlRVlnVEFzLQ5BVLMSyyIsqNE0v1yC2lrYWWMb6K6v0oN/nwZhhhI5VtKvE7uFulLJ94WIrrhG9YNyLSGgJXJGRv/gsLjz9Fct0nZVfSq2ZhEYmpmZw/4c+hsE7fhxj7/wEZt/4blt+LYD+hfHoa+uO6O+8ebrpKBMAvPHgGH7+lj7sHe6Cf3ASXFPx3VfPN/24xu7MITVpKlredmwX7r9xV7nWLpaVkMhLdS+STtrlnc4bc9KNtF3qNvKSgmAwiGeeeQbBoHV7utuIiopVi67YeFZqSbNBPdItEiB5SbV8HarGTSNYUYP31Fi/vQaVLr+3whV9PmIvmt8oGUEup/hZjQ5gJ3gYw1B3/SiWWYowkZNgVeZbfZ2otrSxI7IKkrpp80XTgoznF+K4uJrBs/OxiixLI2KScJe2ThEaw9RHJs0F1p6RnorukuHeDoz1dyJmofL9Xg+mBrvLu+pgIo/DhueamJrBj/7sr+Dlf3gK/lwK8uKLmNurd6zVS9cxpqe6zBjr66gZMTNy5MAcuub19asjPbYLMp++HEWm2JU00tuB+w45Myk1Y3J6FlNDvbh6Re/mW1H7Ec2IGLd58a+FMYJ17PABvHrhybqixetheM/tu3FhNV2eWzYfuIrv/sNna6bqnAgsqwLaapx0IzViPuk2qbyM7756AV/+mz+Foijw+XwVJribwVKiYCtKGMuK2D3svh1ILTIOrWOcsJaTTA0841nRtCjbGMEaN2zKrJzID0/2Y6F4Xl0MZ3Dbno2NI25xbiVdTg/uH+ttepTMUI+/3M2ZyFemWZMFuW5nZNiiXqxWSr+RUUic69eVJkL2igAAIABJREFUYRc72uuxGM2VN37V4jEvqdSdvMW07TuvcY5gYn2na+YKPNjjx9zoxovx0V39tj58xt1erUL3jG8QXbPH0Tl9GH3dnQiHzCMWnT6vZWv0cE+HZaG8sXV9NS1As9mFedpgzPr247tqfqnbDYtXHzcxNYMP//J/ws1v+UkM3fsAfAPjFQahTlkNLeHcqe+XGwhuveEgPvTRX8Pb3/2AacTOWONxdTFQN+pVqJFmqEcjxatOupFaMSPN8jklpdy9G0oVcGl+AdmCiJnZPYim8hUmuK1G1TiWEvY83TajWLlEKwWWVU2QVZrH+D6UNjF2oi6HDY0il2zWozbKa8vrNg43zTRvBD1smOBQHcGSFa2mlUYoWahonKhFrZR+I55YkZVlPPrt77Q8AizIqqV7frJGIwCxebRtBCuaEcudEgNdvro1VV4Pw/HpwZqCpsvvxS27h3DK4M9Siz0jPXiu2GL8ajCJew6MVhjulcLfvoFx/MD7fwm3jSimEQuz+qsSHg/DSG+Haf1Ff5cfvR1e5Io7lWRetiwelVWtIiVwSw1jVrvF2fWOm5iawdve9CZ8/nsBAMBroRTuP77L8jXXevz//qd/hFggBubxYubN/w6jvR1gffW9yEoYL8JsYML0IpkqyJjot06RrrbQpR4AspJz49NGiKQFpAoyBFlDJCNgbqwXc6O9CKd1K4uCApw6ewlgXkxO7275ekqcX0nbrnVay+mRHSez7BqllTVKiVz9xxZktSIFWI2oqOUIrJex8mfeTtTl0EQ/GNOjHsFEvq6JaLNonFd0Xx6fbl5gWRW6r6aEChPXVF4uN0mYUUtMOfXEKl0TGVfxxNf6WhoBXkoULFOe6YKMiX4qdN8q2lZgGQthjeMTqpkc6DKtLxrs8WN6qNs0HWccMnp+NYP/8pWz+M37j5Q/uMYaoeNHDuAmi3C73XlVVgIL0F9fKdQfzYhlgVUvRTAfyZbbuicHOmsKMrthcbPjbpxZ9ySbj2QhyKrjOV3hUBDhZL7szj6BtG1Hb6PAUntGTC+Sdi5CybzU8k6//CYVugfi+Yr6jEAsV3Sg5piYmsHP/OLHy++Vp3/c5JHcYz6SdSRgNQ2I58SWf3lIimZae+d0KHA1gqzWFDecc5wNpaDWsWcAKqNXI33rEW87UZfuDi/2FF3ROdfffzenYJTQi+j1z3V/lw97amQSnDJksGqoFaGJZnTx7WH6Z30xlrWVdq4npszMpasxXhOFdASBQKAlAktUVNNmkBJORzIR7tK+AsuQStg9VP+ktXNCW9U7HRjvw9Fd/WUfl1RBxtOXYnjP7buhabyisHDOhtWB3XokO7UK4/2dZYEVyQg4sqvfNAJ1YdXamNVuWNzsuOGeDswM6bVrisZxMZypGS0zY2xqBpGcAlnW67neeNsN1ncqPX/v+i43kZcxMbWn7kUynpVw0MJZI5RsbfQK2JxOQlFRNxS/co6yWSVQ+YWykirgwHjrR9XY+bKoJpaRWi6wzKJX9c4zp6IrkZc3CKyr8bxpdAuoX39lN+pyeKK/fO167kock54sIitLDYvFWhjrZI9NDTRkZFzNcE/luV2NqukGqMkadh9WOBFTtTBeE0f6uzeMQXMDSdFw6mrSVrQ3XVBsu/UT7tO2AmvJRgRrpK+jYtp6PUr1TvXShB4PwyfeehjfOruKL53S6xnOr+p1BatpAWLxgz7Y7a84+Wvh9TLbM8jsjMwxirXSBdcssnR+Zb0e4uhU7cYAuxdoq+OOzwyUvzhfW045FlgrSh967v4ZeEMX0dPhw7Fp80YGI8YIVsLCsT0jKBAVFZ11zF9VjSOcab3A2gwvLKfu9aKsYTGWw36TGsdmkVWtIRuE6vqTYDCIQCBQc/xUo5jVX9U6zwDY9j5bfw4ZwPo1LJIWcCVqXRdlfP3VmzY7QuHm3YN4/HwYAPD8mUuY/9JXMdHnL6+79BqbEVzBtULZF298/+saeoxqhipqsGp/nldc2BDNR7L4+xevYd9YL95/5x5b47+M18Qjh/a7Hr1SNY6XryVs14OqGkdBVluS/iWsadt3vTKCVVtg1ft9NXbqnTyM4QcPj+OfX14G5/oE+6yobBjwbLVTGO/rtF030unzwOOBaXh7wnBhLRXE1ossFSQVAcN6j04O1N1t293JmR13fHoQ3zqrX8BfszmvzMjTl/TC9sLiSxgd6MAjn1mwbUVRIbBs+A2t5SRM1RlvtJaTTFM1biHIasvriuINFIcvRHPQOHDQprWJUxoVlpKiIVWQMdjtRzAYxIMPPuh696PZZ6fWedZI15lxzmBeUvBaKGVZWwNURrDG+px3rB3d1Y97D4zi2StxKKkwroTTOLjvJqSjIVw4cwovPvMdR0KxFpcXAkg++wi4puLl5Eu458BvNR0dG7KIYLnFI9+/hmtreQTieRwc78NdNv27StfEThu1tk45v5KuK/rrXcsLEgmsraKt3vXSB2hkcgbLy0HIyTD8g5OYGrqt5vFO2oFH+6zrnXo6fNg32ouFWA4curt0rQHPZkw5GFrLGEOX32vaXTZeQ2DViyxdia4bs84OdyOfCOPhhz6FXDYNURDwwY98HDfccrvt9VlxcKKvPCw7mhH1ImqbzsLJvISzoTSUVBjQVNx45BAysZBtp/qKQtji/DEz4RLPmguszYBz3aRwoKs1he6cc8uuo3pcjeewd7SnJTYSTtM4RmJZEYPdfgQCASiKgrm5OQQCAVdqXzSN1yyiLlHvPHPadWZMDa/lJNtmtlGTCJYdGGP44N17cW0tj8X0JLjHg8tXFjA93AeAVQjFC2dOOY5myaqG0NJVcE2Ff3ASXV7Z9vlrhnHzlMrL0Dh3JfVoJJoRKzrGv/TyMvZ2FRB1kEIVZc3VDVM0I9atUzQrC7FytydaR9sILOMHKJnJYy2UAnx+9HR2IPXumzd84BkDuh0UVetpO+tOk2NTA+Wap3Mr6YqTcJ9F/ZXPyxyPiOjp8JkKLGMNSjQjlvPttSJL84a0w6HJfoRDQeSyaawEA8hlM/jiZ/8Ev/K7n3St/sLv9eDorn6cXkpBSUfxr9/+Dt7+ho1/q1q8sKiP1vANTmKotxuZWMiRU73f60F/lw8ZQSn70pi99/GcBM45QikBa1kJg93+cv1ePLd5jsh5UW2ZwIrnpLoz7azgXBehuxxsEOzSjPN1NCPiwHgf5ubm4PP5EAgE4PP5XKl9SdoYDFx9njntOgMAReXlJpB0wf57EatTg+UEv9eDO+dGEEwUMHTvA5gaEPGht94JAHjxmSewuhyEJIp45rGvw9/RaTuaFVlZxivnLkPz+MA8XvhyMXRMjts+f83o8HnQ0+FFXlKhco6soNiezGGXU9cqrWUiK8v40z/+Kwx3eyGJIn7gR34MR2/SN/Zmf+u8pKDfpfPZrGDdLHJq5m5PtJa2EVjGD9DC8y9AFfPoGj2CbiVRc1fU7ffaypmX6PJ70d3htdxNH53qx9fPrADQ64qMH/q9FgX1I70djosNreqwBrp86PR5ICoaCrKKnKiir6v2n9VY13FgvBeTXbMQBQG5bAY9vf3wd3a5ssM0cnx6EKfOzSP57CN4ssuL2MuP27pAl2al+QbG8ZP/x69iT0fOcS3IcE9HOZyeyEumAktWNJy6ligXFkezAiYG9C+tzfSnamWhu9GwtRFiWbElAquZCFZWUCDIKmZnZ3HixAlXa7DWHArr5WQBqbyMo7umHZ9DOVFBl99ru+tLj0Zu9MBqhFJjjm9gHIXRdcPiklBMxGN4/snHbKc9S5vhUCKLbLyAvlt+BEfHu/Ghd9jzg7PDcE8H8pJeJpLMy64LrGrvPiUVxmI0jZkb53D25W8jl03j6W99DYzBVHjmJdU1gVVrokApq+Pz+etGTps5v4jmaBuBZax30Hzd8HYyyKkw+sb667YhO2Ww22/5YTww3ocOrweSWmloN9bXYXkiGUPbdrGKwjHGMN7fWTZojGQE9HVtrJXRNI6F6PoX7MHxPoz2jeKDH/k4vvjZP4G/swt9/QOWO8ySd45djs8MQEmFwTUV+c5xyIp1miCYyJdfj9/L8ObbjzX09xzp6ShHGO3UYRm7tjRNbzFv1nW6FmZdZnbn0zklnhWRarJepRTlc7sjqdni/lRBRnQ15HqBu5N6teBaHn/wzfNQNY6ju/rxC2/cV1GMbUVOVDHUw22PTFpKFiCpei6xv8vXVI2NcWO4lCiUJwqUonORleVyNMtOFLm0GWb9E+DRBUBV8LrX34OJqamG11jNcK+/3EATy4nlaHOzthmAfq1YqNqM+AYnkVWBk6+cAQDs2XcI1xYvAwBuuPl1dYWnm40r1bVX1WnBd7znA1AUecNrp0HyW0fbCCxj6P2fLomQ4nkoqTDe/fa7ap5IjXwxDnT5Lb14/F4Pjk0N4JWlZMXv7dgzNDJB3o6wMAqsywsB5K5lN5xky8lCudtxqNtfXssNt9yOX/ndT9q6KDEG3DA1gHMOCtYn+rswOT2L7GteCIlVZHpHMDFlbl5ZMnUFgNtmhxuek1hh1WDR8l6L5WQBgzZ2xk4u6lYmrmnBul7MKaKi4kq0uegVoEf50gX3zVCbncN4cX4Rf/vQp1wtcJcUzZGD+3cuRsrpxAurGfze187hw/fO2faWyooK0gXZ9ubFeA5ajQmzorfTh4n+TkSK/lFLiQL2GepJnaY9y5vha0E9PTg4idkR5/5XQz3+ujVwemmE/h6UHNrtGiRb8W/nI+Wfb5jqx51zI/jb7wFD9z4AMXQRe9JnkEkn0ds3AMZgKjwbmf5Qi1oDx6vTgooi46bb7655X2JraBuBBegn+sjEFMLnX4ZvoBe+gXG87tjBmsc6qb8qYefLFABev29kg8DaZ1Hg3un3NCT67LyOUiehko7imw9/BTMDHRsuMMb6qwMTfRVRCLsdg0NFU9a0IGNpzb5v0e3HDiGeewBKKozlwUk8dDKFT7x1sub7LasanpuPlf/9hgONl2c67SSsRlU51iyiGE4v6lZdZpqmR7Gshn3bJZIWcHYl7VoXZDQruiqwJEVruC6sxKUrC64XuDuJJEqKhhcDlSmlrKjgz56YxztvmsK7bp22jPplRcXRUOlz/5u99wyQ5SyvhE+Fznmme3pST7o56ypxFZAQSWQwYIMFrM0CtvF6bS9mvf7W364Wr/PaYLy2YW1/DgQZ22DDkpEACaUrpKurm9PcyTM93RM656qu70dN1VT3VHirunruSNb5Jd3pUN1d9dZ5n+c85yjsVg4OqvvZmcFYr08ekplZK21Zz8z4Q/UNDOF9H/0Yzn/uBwj7Y2CDMYyYJFgUBQyEPZoEK64c7skb29OQYjFTwcMXU/L/370ritvHe3BmPoszC2IbNey5BW+ccMiESo942qV/UgtuJvUr5JuCJaPnl9E5XnRZhAuZiuxErteWI/GQakfAzYIm+EaODYe2ZBgaVbCstAcBkWAZdWQkoTuXS6Fcqatm7inbg7tixtU2NcT84vvsjvkNj0mJw0NBsMEY3InDYIMxLGZbFzElnpvNoLRR0o76nTg0YP3m0SnBIoFafpkeSBZFO6cWk7mqrRYTRnluZmGHPiQQHeyKwJ0Up+cz8o004nUgrNg4fONcEl95flHOe9RCqc4RC9wbfBPXFPmBcbpIlBuqB2WbUGmcbBXOUB8EfwxcLgVXNUO8eZUQ9DgQ0NCSAkCfYhpZ8qizkhuoRFMQ8IVnZsFv/FZ7+vy4fbwHFEXhvbeNQFrypioeDO47LpNOvaxRuypYeZVqqlRZNMplBV7WYd0ovKgqWABaeuMTUW1fHivVIpqm4Hc5VHcLSrgcjNgmnN+sYhkJ3K0mq9M0BRfL6JZ5pQoWG4qj2GgiuTAHlnW0LDAtFSyLppGS6JtlaLgdxgMBEg4PhXBiogcnp9blf3vq+irecXwQbBujlbyvAOCePTFTgwrtULZkU/nuTAKa2UXOrpdQpwJ4/0c/puuYbSfBMkMUSFCp88iW66b0RXooNzq/AfXGB/Hx3/hNrCQXbNNg6dkztOOpyc2W9r17Y7h3bwx//cQ0Lmy08b5zYRkDITfu2h3VfA2eF7BKKKqfTBdl/VWYz+Ebf/dQx20xZcVK6ZVnFUr/K8rjRvqtB00dVzWTxvOz55Hm/KrP61MxWLYywanEvzx+BudOvQA2FIcr1If3nxiVK4+xgEuURyTzEAA8MbmKt99ENiFa55pbNuRmoVXdJK0sVho89APcXkY38CIkWJtEQastx9CU5XJoyGNMsADgxHiPTLCifqfh+xk5vOvB49QnWONRHzwOBpVgDLj9PcgxBfC+KJ5JU3jrgFhelhYhlqZMl+sBsbqn/Iw+F0tMsGiKwofvnsAH7xzHr3/lLHKVBvJVDucX87gpsalRmV0r4dpGEDVDUVtuSGYFrEqH/6VsBVyzuYXQdQqSRf2JyVX803Pzstj01tEIPvzK2zWPpVjjZKFxJyjXOUsO6UZYzldtI1hmdE56CET7sX/3uC2vxTcF4oDncp3DxY1UBwrAHRO9CLgd+I/37cZnH5uSpQRPT63pEiwAxJVGZXtwkC2A67AtBqBlTUhmqx3rAKdmZmT/KyeXNXVc6eQivv25PwNDNbFa5vDAz39sy3OjfhcYigIvCMiUG3ISg9Wom7NXruOhz35SFOfTDN71oV/FUJtR9T17ovJ3//WzSTx2dQXvvmUYd+7S/10rdb4jgtXgzekB1bAThO7cxqaA7YKX3k7Fi+6TTitaXRMarS6romigVRith5tHIrhlNAK/i8W7b9EXbYu+Lda5bFCnVA6IFhOvOSCG6bHBGNK+CawhiK+dWcLcWrnFnmGs12fqxu11MTg6HNoi1vW7zH/HDE3hToWm6gmF1goAvvrCkvzfN4+GW9oKktbp2195CJ//iz8maof4XaxcxeKaAlK57lSx9NoEl5fz+PunZloWuOdmM/irx6fR1PBYEgRRxGzkwWSEbgW9pvI1zWM3i7RNlUWSTREpcibE5pPpovzYRI9X1s6xDI33nRiRH3d9pSjfYDrFBYXA/fjBvR21xSS4HYx8vfGC0HkV1R8FRTNo5FLwuJymjiudnAcFXmz1NnnVtjtDU+hVuNenDUyijfC1x18Az3NwhOLwsRSOBLd+/mOJcEv0Wr7K4R+fnUfT4GQpdjDEUanzeG4m0/FGaSe0CBezlW0zbd4peNFUsBp8E985v4zUxoXE6FRirOivJMT8LiI/LJqm8NF7dxGNrYc7FAWT+Ki89kAcD19MyZOCEh69mm4hd2b0VxQFHBoIqYqardoX3LU7im+fXwYAnF3I4vJyHucWcri0XJAtFSgAbzk62PI8qwLWkYhXvqjnMmU4qusdj3GToljl8NePT0Nt+T01m8GTg6t45Z6Y6nNXCjWcnsvg1rEey+9vps1lBg2uifVynThTUwu5csO2CadMuY5mU+iopSxBi5iqVVCvKrRQ7dN8Ea8TUb8Tq8U6GryA05cn4a6ud3TuFaoNOZiepoBXHNmLQ4PW22JKxPwu+bOvFGodeWs13D0I3yUOtrzmnuOmjmvPrgmcf1R053c7HZrkLMBnMTd/HWwojnS+hkTEfGVewioVlAnh4ZFeDCZGtjzGwdB4x02D+MIzc/K/leo8FjMV3SnJxUxlSzWMFJeW87bouFaLtRsqdG82Bcytl9Hrc7Xo517qeNEQrL97agbPTG9qeCai2pUYKxOEEihKJG5Xlo1d3aXHGyHs6aydEvQY/0x+F4vXHojjmxsmqBKemV5vWSh3mciTS/R4NSfGrFbk+oNuHBoI4kIyj6YA/NH3rm55zImJ3i0LklUBa6LHI7dpLl2bwlNP/EPHehUScHwTn/3RdVkD5apm8P5DbpzLu/DjFfG8/c75Zdy1K6pJCrLlBip13nJFtlsVLECsPHVKsOwM0C7XeFxYyuPwULBjny61gQitadGrqc11Ym9867W1Nx7AanENXH4FD33mrzGgMuFrBpeSBZmwj0d98DpZeC20xdTIYizgkrWaKxYjlSSsFetgg+IE4fjYqKnnnjiyF0c3TGMdoTiKbEj1+Ocf+TwKmSIomsH1w/24ZdSayqhc51ByRBC+6wE0C2n8/M+8WvP7fNW+Ptw21oM/++GkLGe4kiroEqx8pYHVovnrRYxqsqfiwzcFTKaLODy09bvcDqQKVdQazW1NxdgJeFG0CJeylRZylYh48L5XbN1hSOiUpQ+GPWAZ+3yIwoRtRy14nSwYguN527FBvOfWBD5wYlR23K5xTdkjCyAXuDMMpWs94e/AgPOnXzECVoNUMDSFtx0b3PLvZiZmlFAufNenpk1N/FmFIAj4wjNzuLxB0rn8CsKXv4bHv/nPyD7xD3BUxHM5VajhVFskRzusTj9yfNO2CSY1rBRrhpNxRrB7IjGVr2Kmwwk4QRBUianatGi1wbdM3O3p2+pHtWdjQ8PlUsiWqh2fey32DBYnbLXa7a3B8Z39NkoT5l6CAR+JE0d8DvT6XUgkEnjlK1+JXeMiOWtf01NL83DRAhyhOIQmj5mZWdPHmE4u4typk7hwbQqAKK8YP3QrBgw2bz4Xi9sUlWXlRKcWZiykKGQrDeJcShIs56qmrEDsQLXB4/JyXi5Y1BpNYn3jSwEvCoL1PcVI/9GhEP7bmw9iWKcc3GmKOUNTLRl/Hb0WQyFggxu4kQ4LEI/7dQfjuHdvDK/e17fl7zG/i3hcejjs0dVqdTJI0B904y1HN12daQp49b4+3L07il9+9W7N1oTRSLQalG2DLBMBwzByFYxlHR2Pt6vhWrrYoi+7o49HyE2jfygBCHyLvkNql2rBqmbBjI7IChpcE5kOWpCFagO1hv0C/E41HvkKpyo2V6ugTq2U5JH+obBHNaJqz0bbkA3FUagLSC7OWdZKCYJgi/+VlrVITGUyzwqENg2XUiulBo+TwV27o9jd59+yAfS5GDA0haOJ1spLfDABn8eFRi4FimZQdZtrpStJ5j/95Z+Ay4vTy6StPGW18mq6YLjZyJYbpg11zUY1kWC1Q62aWVxfKWJhvdLidbdqIiHhxY4d3yLMVRo4ObU5Bv3Gw/2GOotOWoQSQl4HlrLkZpqAetk95HHYEi0ScDtMuZHfuasX372w3LKT1BoKaAdNg8h52efSn27UwxsO9SNdqGF2rYx33jyEY4SO12YR9TvFCcsGj5o7grd+8FdQyyyDZR341pe/aEu7sLFRLZIm65Tn662jEbxjTz++cG4zauSNdxzB2SdWwW3oEopVTjM/0qqOqhPyQ4p0oWopnQDo3lRTvtroKM5nXaNiqDYt+tTpTWKu1h4EREPMoJtFHjH473gvbj3swZF9eyyda6lCTSYubgdtaG6sBa12u10Eq1DlZBsJj4PRlRMwNIVjiTDcDgZjKp/H42CwK+ZH0O2A27G53khmpr/zjz8CG4ojx5hrfSlJ5vSZS+ByKbDBGAbDZBvrwbAHPieDUp1Hocohmati0ICc5SoNU9IKM1FNRpDuTc19uzARO2zb6+qhwTdVh1jWSzXL5+6LDTueYD19fU02Fp2I+rCbQENkh5CPpGKkhJZGw6rB6NbjMddmdDsY/Pr9+/DJh6/KgwGkLYW+gJvoO/S7WMuLwHo6idvcKbzltgT6BrpDrgBRI5fo8chi5LIjjJtuGcO5Uyc7dn0GRP3GJ75+EevlOt598zBes7+vJSj2NQf6EO8LbLk5x84UkNyIZVov1zUJVrXBW9JhdSvTUAkjl3s9dItg8byAUp233MLWqxooLQAafLMl0mlfPKC6waIoCnviAZyazYANxkD1j6BvYGt1mQST6VZBvVXLETWymE4uYnVmGly+IE4iF2qGRFXLNkW5qTMi4LGAS/e3oihKzhn0u9mWDd2eiTF4R9bRFETyYsZvSkkyKxwFNhQHAEOSJIHe+F0lq56rqYLhc/MVDgOEPLDBN20Lflfem37gdODAH/+ebXmdeljOVVUnoXOVhm0DKTsdO55gTStM7+7aHTXcmTIM1bF/ECCSB4ahiL1ptKbcrO7w20EidG9Hr9+F//KG/fjW+STcLIM7JshiZ0hNUa0m2NuVGUaKkR6vTLCurxRxUyLcseuzhOdmM/IN5Z9PLaBY42Qn+h6vU255tPvz9HidMsHKlOu63mSZch0eJ/kUUrMpbIvWospZJ0md5g/qIVdpWCJYfLNVf6Xnu/btZy5g6crzYENxRPoG0M8W8fm/+BPVc3pPn18m3VdTBbx6vzWClVZo1jqZmANaz0fpeuT4BoqzefjveC8QjKFQ5TSvcb1rWClkjhq0B804vPtdbEuLi6Vp9PiccstptVgjJkhKkjl/uoCKUxTIm5n229PnlwnWfMa422Fm6CRTqtvW4m+/N01NTW8LwVrU6AA1m2Kl2S4vPbtQ43hcSxUR9btQrHEIex0dD/LseIIljSQDxm7pgD3tQUDcOQXdDmQINR1qN2wHS5uuhGnB62QRcLOmDeeCHgfee5v2QIAawoSLXtTvIiKh7TcqOzLDzGBfPIBHNgJcJeF5p67PEtqDr5WaqtvGI6A1NgRKEtuuG2r/vtaKdeIbByDtELVfzy40m5ANHs3CrC+Pmc+QKzcsjcVny3X5e1MSiHqthnvufyv2HxHtBpJL83joM3+MSr0Oimbw5l/4NWRSS5rn9F6F+P1aumi5han0eurEQqEd0vU4MDQC5/w5uV22UqxpEiy9a1hZ1e716R+nmVzL/GoS505dBMs6wHENxAcTiPldlggWIK4Bvp44KhdeAAA4GAoxEzdU5c2XpGJcrJFXbuxs8bffm2KD+r6NdqDG8Sjq3Ksy5Z1HsNaKdSznqlje2PiORb0vXYKVTi5ifm4WS4s5sMEYaIpsd2Gnz0fIw2oSrPYFX+2G3eN12qK/kjAe9eHsQs6211MDy1DEHlcMLS5I0gmpBrWdrl3VI1LsjQfVtu1nAAAgAElEQVRAARAgxoCU6xy8Ttay67OEpiDIhE0Nt+t4WCkrm8pzTO37YphhUyV15eRht6uF1UbTEsEqmSBYZj+D1eqd8qYmEYhAMISTjz2CUjGPZx//AT7wi7+Gp89cQaVehyMUBwormHCXER8c1TynhyMeWQeYqzSwUqxZGqJRWifYSbCU16PX5QS30S5LF2qaU8d61/AaocCdockHgObn5/Gnf/T7mFpMY+rKRYzvPQh/IAjvifcAEM8/K7oxpc62P+gmvsbSyUWsTF4Fl6+CDcaICFGzCRRqHFHVzs7s1PZ7U6RvwPhJHcIoVzNTrmMcO0uHtdpmTVKsdS5j2JEES1pQl1fXsLa4htCd78Wug8eJWn/uDicIlTBbHt/SBjIoj5tFLOCC18WgbMMPrwWzbb+BkFuXYKntdI/ccsKW6pEEl4NGwO3QnJDxuVgkeryYWy9DEMQqgh2i+vn1cotOwsnQsrj32HBIt+2njE5SCqu1KgNrpTrxTVWZP9jtamGN4wGYO2cafNOUM7XZz1CqceD4pulIDmUVQiIQc9OTAICR8T0o5MXIl5q7RzalHIr4kRgZ1a2I0jSFXX0+nF8Uq51XU0VrBEtxfvfZSLCUxx5bY/DkMrXl/fSeo/y811IFPDezaamjZ9EQ9LDEG9CZmRkIPAevz49mk4fX5xPX39IqAJEQWvHuUm6QSKtf0vpfrtaRXcghfNcDyLjJSEu+0jAkWI0uWKwo703FKgd02Q7LaJMjTjlbH0axG82m0LIxAICyDb/BjiRYqaV5lIp5JOdn0VjPIPfkP6L34G6i59rVIgS09QGkCz6J/4sZUBSF0V4fLrW1pYxgpr1iNvW+x+eEy0Frjtxr7XQ7rR5J6A+5cWgwCK4p4Ilrq5rxMgf6A7JT/OVkwRaCpRyZf8V4D372zjHkKw00BVF7ord49Gi0CLW+r3ShSkywlLEx3a4WWrFaMCtwN/sZBAGYWSsTDcRI4Nt0axKBuHzueTz+vW+gkM/K732yXJNdyt943y3yeax3Tu/tC8gE61qqgLsNcgnbUapx8vfmZGjd69TnYsE3BVMTvtKxZ66u4Mll0VNKS0PT/hwJK4UaPvnIVTQ2JAPMxnqlhZAJA+axsTE4HA7UKxnQNINyqQR/IIjx8TH8+JJ4nGbH/8t1Dg9f2rQAOkRoeyGt/4nREZyaewFcLoVCMEZE6nOVBoyuwEzZWH/VSdvfLvG8Hoyiq3heQL5KVs3bDmQrjS1Sl0qD71iMv+MIVjq5iMzaCgq5LIrFAmiXD5TDAX9j3fjJsLdF6GIZOFka9bbdNsmC73UxXYklMBKNKpFOLso3CIfTRdReIdVfSaAoChGvU7OKZZfWSQ0+F4sDA6Jzt4OhEAtotyv39Qfw3Q0/tcvL5giqFtpNHx0MLWfRGSHidYLLr4DLpZDiEwD2A9D+vlaLdaIdX7nOtXjOaL2eXbosKzYdZvVXVs6hmdUSAm4WFMQbyoSBwW67bk16376BIew/cnPLey8/f1F2Kd+3a4zoM+xR2DhcSxsbU7ZDWU2KBrTJO0UBNyXC8DgZnJnPmm6bjSusXK6lCqaqDM/Nrsvkyu9i8eG7x3U3BWZurolEAg8++CAefe4CstWmrMEqOcLApUsAyFuExSqHxydX8JXnN202+gIuvGKcbAhIWv/TSwtwOpzyBGKu0jC8/leLNcMg95xBu7HTtv+2ECwCrfB6qb5jCFZ7exAQN2qlOkcUVaeFHUWwGo26fOK43F6wwT40WQ9olw/7d+8ieg23BT2IHnwuZgvBIlnwjcSdVuFiGQQ9DsMdgnQRrqaTWJqbwYl7Xye3OPQuRiuTgQE3i2UdaZhd1ap2HB4KglHsLoYjHk2CtTceAE0BTUGc+CnWuI7c6Ct1ceJEIkkxOgqAvCrBF1aQffIhCE0e5Qsslu/fh/4N8ana99XgmljMVnQNdgGoDkG0v56duqz27EsSKCcISYmelXPo/GIOgiAaWRoRLD3Ni/K9BUFoOccGQmStvrFeHxiaAt8UkC7UTFtvKAXufX7t9+zxOeXXHYp4TBOsobAHXieDcp1HvsohVaihnzA7bim7+b28/digYSyL2ZtrIpHAq3y9LTFmSiH1atHYWgIAvvL8Ah5vC5p/27HBlrVED8r1P3+5imVePLcyZWOCxfEC5tfLuuejkZ6r07Z/rdG01EInRbXBq0oA2q/1ZK6yI/ywmk1B875RqvEdEawd5eReyOdQLOTRP5RAIBSC++gbELzlbQjf9QCO7hMJlhRvoOW+7Xba+5F8Llb1PY1cxe2yZ1ADSatIughHxsXW6tz0NcP2itfFWLK46OQEtIpYwLXlfcNep2bQt9vBtLQrrq+YryIocXYhi2o2LZKkyz/A1//2T3HpzCliZ/hsegksxKgPnucwPTMDQP/8vrJcMIyXIYmh0HLyVoPR9WalgiW1urQiW+yC1Gap1HnDqhmpoWum3JBJpc/JEJN0B0O3EJWlnDkTY1KB+1BkU0fUqyBbpKApSo73AdCStWiEpOIzGemZvE6G2LNKiXY/QJ+LkWUhNa5JNGV9pe0zJSIe3YEUNUjrf79iIo/Ue25uvYwG38Tl5fyW65XjjaNk2jsoVhIpGoT2Q1agtvlXu9bLNX5HxOakC7UtRRQJpQ7tZHZUBatULGL66kUAQJ12g53YCzYYQ4/XCb+bNdx5MwxlaaKpHfPz85iZmcHY2Bhy2Yrp3T5Nd5dgRf1OXE/rP0a6CAv5HPYcPNoyZq4Fq+XagE1WFGagZdkR9Dg0NT67+/yY3sgEu5bqTOh+ai4DLpeC0OQxPr4bpcISvvjZTyEY6SE6T+KDCbicDhQ3oj5c4bjh+S0IYlUmX2lgIuZX3XGTlOZJNU0kla6qBQ1WZYOUkezE7WplrpfrGNLwEms2BcOKsAQliegPuU2JdIfCHlnXtJitEOeCAq3tr1jApfq9uBx0i80ARVEYDHswu1aC38USk8g9fQGc2ZhWvpYq4p49McPnNAVB9nUDYOiIbsaeQYmAmwVFbZJniqIQ9TtlHyo9awkA4JrNlnbQO24axN27tQPXjaAcViG1VuB4ASen1lBrNBFwO1o2ilmCiCtlBc1qIkWda1oOkTeCmsBd61pP5as3ZIOuxHxGO7+004GyHUWw3G4PJvYdxJFb7sBJfhwsJYoObxoRb4RGC7IdovL5+Xl84hOfAMdxYFkWd9/3WtPl2JDHQVxutoKA26ErLAes6VbMusVLcDB0S4xFtxHyOjQ9VPQqCnv6/Hh4Q4d1LU2+M1eiUG1gKVvF83NZsKE4KJqBo7yGWrUKp8ttiiwceeuHcP7KpKjh8EeRWrpieK4JAjC7Jk4vHh+JbDk+EqJAem6QEKA6z5vS6TSbgrxrNSJ6drYyM6W6ps1LvtrQHI5oR2t70JzXlpJ0mI7h2ghf5vIrWDo9hadPfX+LrjKiYgsz2uPFWK8XFEUhU6rj3GJOc7cuYW+LXozsOsmU6nJlz+9iVW+ayvP/wOABotdtB02LNjLK1mAs4JIJ1qqGtYT03nSwD9JP3eN14i1HtwbLm4G0DnH5FVw6vYRjkVuIzlFp7W73bCOtgklta6uJFNK0czeQU7Fo0LrWl3M17FYJSd8u5CoNXc1bp3q1HUWw6o06fP4gHBO3Y21S3GW4WBpvPiKOwBotyJ2aggHiODDHcRgbG8PMzAzcDsb0FFZPl/RXShwYCOLcQk6+MajtaNW0N3o3VavO7IC4s9wugqXXftDz8FK2PmbWyqaiNQBR7/H/fvW87OHEBmPY98YP4p2HvPJO0gxZGBpOYLIs3nTXS3UcNTEtt1asb9GRVep8i8BdDySaJpJKl2g22iQe6MhXN8XkRkTPTosJ5aRmnWui0uDlim37eLYelhUtWlJtkgTljXSRwPlbiZVCDVxe1O09761jbWlui65SrZKsrMxEfE7siftxYVF/yMPTyIBfugjBH8MqYphZK2FMZxoQAJYMqlft5//Nf/DbQHjc6GOrIuBuI1iKdV/NqkH53rlaE9z4m8EGY+gLdr5Oh70O+Xc562HRuPyoqY1Au7u7WYNRq1PCjS4RLEFQT5HQutarDR5rxRrxcJDdmFvTrl4BQKXBdWQnsaMIViTSg3d9+Ffx6Wc2JwbfcLhfXgj1FmSKsodgjY2NgWVZzMzMgGVZ3HXHCbDxPZifmyWuBEUslr/NIOp34ebRCJ6dXifa6Rs9hqZBbPqnhoCb7SgglhQUBV23ZZ9L+0YfcDvQH3RjOS9mZM2slbA3Tr57upIqbDHIvPPoPhy5Sfwee/v6TZGFiHfTYT9TqqPvQMJU1XF2rYRDg5tCYrv1DKSVLjMEq921Xo/o2WkxUeeaOL+YQ41rIlepw+tkcWIjOqr9mPSgbIP1EwrcJSg3BkYWCErUuSay5Qa4XApo8ti1ey/WluYwN30N0b4B+XshabUMhDxYyFQ0d+3p5CIe+synIMyvIVtrInzXA/jkwwx+5TV7dFuayoqcWmVPef6nl+axklzA/t3WCFbQ7UASm79D1CCkWvneSxeuyk71cZMEWQ0Rj1OWCtChQVTrJVMbAXHqVxSc84rqLimsTmkbVTGtolTnNZM9tK71hUzlhhCscp2TK8NaaDZFzSip+XY7dhTB8vr8eHRxU6gY8Trw+gPxlsdo/UhBj8OSaLId0jiwpMFKJBJIN/0Ix8jdbzuZTjOD0MZnJtnpGz0m4HZ05PexXX30sNep+zt7HIw8raWG3X1+uQoxmS6aIljtN+KY34X79m3myinPzfZqoRpZKJQVXlgbrQEz03KpfBUTUT88TgYNvqmrJbAKkuOpNXiAsPppZodOcvMwo9FStveKVQ7lOgcnQxPrr9pfg3SCUELM75LNaPNVDoVqg+i6OX/1OoqXnwBfKcBJNVEqqOsqSbWQu2P+lkByJaR14uZD+/DYqQvgcimUgzH81eNT+N13HNFcI5QEa1Dle1Ge/z63E2NjY0THqoZ2KYNyw6XmhaV871pzM9g5blMFS5IKpJbmkaYZJDIsjhA+XxA27R2UUU1mYGXCtlsVLDN5ixJWizVUG3xXbI30MLtWJsp7LNW5lwbBqjR4PKEYn33g9hG4CL90O6pXEhKJREsYpt+lHZnTDq+T6dr4q9b7kez0jR5jVX8lYbuE7kaLIkVR8DoZzWmiPX1++Ry7mirgTUfIibOSYL3t2CDeenRAtXSsVS1sJwtZxTRT2kL1r9kEnp5aRX/Qg2y5btrA0y6QCt3NiMkl6N08OtVopfI1+FwMcahutlyXXfJZmjK15khEMCJUkYJYCVrKVrGvX/+6SycX8blP/w4y588AAKKJCZx41eu3DKy4HeQTwBGfU9XfD9hcJ6qZZRwb6cVS7yA4iMTlSqqAAwNBVVLbKnDfWsFSnv+3H93fUdiwv03orpyqVGsRKt/7a5MNzNTE47OlguV1gg3GZONZNhTHsysMPmCirZSvcuj1u2zNHzSCFXsVEpi9vgHxdzQ79NEpGnyzZWBFD6UaD1iUie0ogpWrNOTPcfNIWFXEq4VuTu3ptZ3asd0TEVKmntFO3+gxnRq+uR0MYgFXV9uEFEVmUeFzaYdiKytWV9NFU34w66W67Hvl2u8GRakLZLWqhe1kQVkBWc5V0RQEzXBoLTSb5gXTWmi/cZJWh0iz/8yIyUnQqUYrla8ibKKdf16RoLC7T32KUw1KIri6WgF39J1ggzEsZivY16+/cqeW5pHNZkE7XBAAuGgBkd7ols9pdoMT9btUz5v2deKReR4/uCyOLD8zvY5eFLaQ2kjfQIvthJZGUjr/j+8mM/TUAkNTcDsY2Xqjx+eUs0YzpbrqNS299+dnzgI1caMUtxBX1A5pEk8yngUgZ06Shhmn8lVkynWsm3Si7wTdqmBdvT6Dqelp01O/pOJ+u7BWJK8WdhJbtKMIVqnGyQTrHTeR/zgMQyHYxQpKwEW+CPu32bJAIn8kZWKtx3icjC3hsaO93q4SLJ+LJbLh0CvnxgIuxPwurBRF75OpVXId1uLivGwO+lT2FI4nfkP1+2RZB/KZdVTKZfgDQU3tUMDtgN/FoljjUOOayJTqN0zs2V4NetO730c8/r1SMHanBrTbg1pEThAEcE1B83U71WgVq5ypwYwLS5tuuqSxKkArEVzMXEVpQwO0QNDSjQ8mwLFeNBvidRUJh1U/p2mCFXBqEnPlOnGCLcoE69RsBsfYagupXV6cwzem6nIVM+hmddfioMcBr7PzNdLF0jLBcjA0Il4n1st1CBCHFtSqU3WuKVehRc1u9zblyVyVmGAVCaxV7EY3fLBmZufwf/7kD8Bx5ivKlXr3phrVoLxPGW0kXzIES/rJJ6I+4uBNQIx36WZoZHtJWg/b7Qllx2K1rz9gi61E2OtE2OtArtIATWnroKyCtI1pVHE8MBDAyjXxAruUzBMTrJWlBQhNHo5QHFwlh6d/+B3ccd8btkxqfuvLX4TT7UatWsWbPvhR3UVmIOSWo1OSueoNI1jt1aCrF14grg7xG07ICZ1wa0B9l6rW5gvHBvAXj07iUrIAXhAw0uPFx163F+X1VMtCaFXgqwTp1GWzKeCiooJl5FKuhJIIBn1u5DY0QCSRObH+QQTv+VnwoxcBUPjIh96m+jnNVs57fS5draKE8ahPrkxXGjxWEGwhtdNVH56aWpMf/5ajg7prsVndmhbEjdYmYY8GnLKOcaVQUyVY0iQml0shPpiwTcpx+1gPfjzTGuWWzFVxYICchG83uiFyv3h1EhxnraJc4zrP/SNFsylgtSSu/yQyg06kFzuKYEm4y2QQajfbg4BYkvY6WSImu10Cdwlm2pdq6Au6bNWvHR4KgaUpzK6XMb1Ssvw6arsKUnPCgMuhS4gPDATxo2uiDutiMo+3G1RL08lFLM7PocQDFM2gvjKLxdoyXmBpTF660HJRSkRlbPc+LC/Og+P022cSweLyK/jxyTT67jzWkaGmWUjfM8s6Wm6cew/dhMlLF7a4RWsRmYVMRZdgCYKgKoBVa/NdyDta2nFz62V8+bEXsPb4Q1sWQisCXyuYWSvJE6QhjwPDJjaASiLYEx/C/3w0Da4pGnNmy/WWSkf7eZ+tNFD39MC3/264HTT2ToypvofZjR1DU4j4nFg1qDhTFIUT4z34+tkkAOA7Mw38wgd/GbXMMqhADH/+bFZ+7J27enHfPm1TUpq2R/cEiKaqSsT8LlxNiYRVTYcFAJevT8sVaOeUB+k37Lfl3HnPbQn0BVy4tJzH9Y01Tyt6ZaegGy3C3v5hyxVlQQCqHG9LwcAImXJdnnQkkRlIwelWRPg7jmA5GAq3jZFrrwAQl2I7QcBtTLCcLL3tkxAeBwOahqXpE4oStSR2Qvr8AyG3ZYKltasgbQN7nAxuG+/BhcW86m+2X6F7mV4t6ebCScdSrNZQXMjDf+x+ONamMdaYxfiefVsuSrNtq8GwR/bRecbnQOaFRzoy1DQDtbagFKLbNzAk206QuEWXahxylYamlq9Y41SrRWrf17fObA12f+z5i9hTr2N4ZLRjTywrODW3OXV3aDBoumKuJIK7YmU5ruXyckG2i1A771PNzetzOOxVfV+aFltmZtFLQLAA4N69MfzwygqKNQ75Kod/uFDCz9xxBF94ZlZuNQ1HPPjAiVGsLC9pVhQjBhPAZtCeOauUOGh9pkvXrssVaBdytp1DIY8D7zg+hNE5L/780esAQCygvlHgmwL4pmCrIXYo1t9RRblS3x6CpSTgpOt1sca9NAjWzSMRU19yt/VXEoJuh+GuZLv1V4C4w3Q7GEuW/v0hd9dOaK+TRdjrII7nUEJtVzEwNGyqOhh0OzAW9aqaKgbcDiQiHsxnKmgKwNV0QTM2RzoWf+8AhLkMwHMYu/le+C9+VfWiNNu2Ggi5ZR+dpn8QPF/ZNvLQ/j1zXANHbjkh/92sW3SurE2wtM6D9u+LCURxLZ2U/x5wiwMLgj+GH5/J4dziWewdUNchdQtPTK7iuxdS8v8fHiRvD6phyFnCmfnzYENxXF6OygRL7byfd47Kz0v0qFfN3CxjSSJBKvAPe534hXsn8KmHr4EXBMxnKvjtb12S/87SFD509zgy6aRuu8XOSrlaBUtCewVLqgrOZGugaAaNXAqRoR7bz6EBRVVz2SAztFu4slzAP5+aR6/Phfv2x7AvHtA8Nxp8EwxtX0GgVOM6qihXtsmoerWwKVUgXa/LNR6wUIvYUQQr6nfh1fv7jB+oQDWTwhNPXJE9q7oFkhJ8p1YHVuFzsqYJFkWh62Ox/SG3JYKltqsQM8jM3UT0BPH7B4JyvMZkWjuXUDqW5OI8KJoBG4pjcHgYb3+V9kVpZpEZCHlkH51MahHM7ti2kQfl91yv1ZBZW0U6ubjl2El3eZlyHSMaGZF654Hy+/r2+U1ydXgwiDt3RfGXj0+1jMKno4MQfJ1NopEimavg75+ekf9/IurDzaPWMyzTyUVc+dbfojC3BopmcNb3M8CdY0gnF5FZW0GjXmv5np+8uimEH46of7dWM+UCbgdYhiLSoe3vD+IDJ0bxuZMzaJdtvevmYSQiXpw7dVY/ysxGUXl7xU5pNqr0wpKqgtV6HdfncvAfux90k8PPv//Vtm9iYv5NXVum3NCtjNuNpiCgUOXw549OolznMbNWxqm5DN5wqB/vvmVY9TlmDIJJUOwwt287kkAK1caW9yFZr61G5thCsCiK+jiA/wUgJgjC6sa//T8APgSAB/DLgiB81+h1wh6HqZt+OrmIr/7tp+FlKbAsiwcffLBrJIukOmVm5NtO+FwMVkxG64U8jq63M+NBN64sF4h9hiSo7Sqs2Ei4HdrtiN0xPx6GWJWY0mllSsfylR+dxuoKAzYYQ6/PaZv2J+J1wN8bBzbIwzseuG/bWl/SZ7t87nk8/r1v4OSj38Ozj38fH/jFj7ccA+kuT89kMFsxHsMWBAEnp8T2IJdfQTy8jhGXFxNRH6ZWS/IofAPAn/1wEv/tzQdtazlp4cx8Tj5/hyMe/Mpr9oClyd+zXVOVWpqHlwXckX5UM8tILy3g8uQ0vvn3/xs8z0EQIPtc9cQHcPGxM/JrjWvE1XRyE494ncSTv3fviWIw4sbfPDmD5VwVQ2EPfuL4EG5KiIRTj4h7nIyt1fL2zVNLBatQk+NNpKogHehDs7kO8BwO3PwKjI6MtL9kx2BoCvGAS44NWs5XMR7VjxjqFMu5Kr7wzCyupYrgFQutJOZ/uLyGdx4fUhWP26nDqnE8Gh0K57djklDNiJYEVgxUARsIFkVRCQCvAzCn+LeDAN4L4BCAQQCPUBS1VxAEWylqamkeVLOJsbFdmJmZwczMTNcIloOh4XUyuhMFnXpJWYWVhavbgwGA+J2FPNptQr3x2HYCYyUnUauClU4uorYwBS5fBBuMYXqtpKtH6BsYgifRAFsThfF2fncURWEg5MF0Y4M8eMzpDzuFdNOnGQeulj1YX17A7jOX8XYLVbk610S5zm05H8t1TjeYXMKVVAGL2Qq4/AoKT30JMwsBfPHZ7+D9H/lV5JlBrJXq+PzJWQDilNazM+umB2LMYm59s4L0qr0xU47Oapqq+GACLOuAp7aG2kZF9LnzrSHfks/VhaWcvN70+JyaLUJPBxslMwQLACaifvzWWw9hrVRHr9/Z4tumR8TtrF4BmxUsaQ3pGxiWzVMrDR6lOg+/i5VJ3+TMjFyBPtjF6b7+kFsmWMlcpasE68xCFp959Dq4tpKipOkUmjyKNINzr9qFY/t3b3m+nQSr1GH1CtieFuGaxgCEEUo1zpLQ3Y7t36cA/Do2XRYA4O0AviQIQk0QhGkAkwBut+G9WhAfTMDtdsq5gZ3EL5BgPOaDQ2PH7HWROynbDa+FHex2ECwAmrYD0s3n2195CJ//iz9GOrmo+RoMTVk6XoamwDKtpEl63ye++c+oPPOP4PIrqHNNw2y4tdLmhWn3d6ccXV/Kbr92Iz6YQLrMYyU5jyZF43vzTcyslfCvpxcxv24ufkeNTJM6VEs6Jy6XQtTHYCgxKgb0rizh8FAI9+6N4R03bZq7vrCQ1Xop2zCn8KoaMbChaIdSU8XznNwy+8Av/hpe+eb3wH/sfnC5FOazDdXKz+m5zc93PBHWbJF3QrDCPvMbF5qmEAu4WshVOrmIc6dOAgCO3HJiCxnv9dlrP0LTFDIrSXkN+cJnPokgt+lTltrQQPUNDOF9H/0YmAOvRviuB8AGYy35nXZDmcOoFugtfU966x3Jc/imgC+cnN1CrgDgUKCGHg8DRygOocnj7OVJ1de106qhE68oCd0mWA2+abkSBejLHLTQUQWLoqi3AVgUBOFM28U/BOCk4v8XNv5N7TV+DsDPAcDAkHqvWAv9Q0P4n//jQczOznZdgwWIF0/U78ITk6tbAi3Dnu0hLGowy6oZmto2vViPz4nrKv9uxoW7L+iyTF7dDgZFfvPiV76vf/kiahumj6cvTSLnLmu2wJQxOXbfLJQEazumjyp1HgIEnF/M48nJVfT4nGje9E4ElhfBhuKouSL47W+KIuYfXVvB77/zCJHBKyAuQu0ediQxU4vZCs4tijdIRyiORG9AtdV0y2gEX31hCQBwcSlPZHBqFdUGj9RGNYKigKEIuTUDoN0y6xsYws0Hy/j6V34LQpPH6UsO/I+P/0fwPCeff01BwDPnr6KaEn+T4yN7Nd+nkxZhwMXq6rBI3PxJvIQiXZBPrC0vtKwhIT6LVUacED49l5XlJidTFBqx/WAhktFuVpXGFBrE80t5/KTib1ainbSe88J8Vt64+F0sPnz3OGbWSmBoCjdF4vjD576LtXQKFM0gy6hrBu2sYFnVKCnR4JqmkjXMYq1YNy1XaXl+qWY64N2QYFEU9QiAfpU//SaA/wrg9WpPU/k31Y8mCMJfAvhLADh09Lipj+91shgZiWOkC/10LUiuwe2jwG0dLx0AACAASURBVKQeTd2A2yDguB1hb2fBzmYQ8jjgYOkt/XkzdgbDYXOVAyVcLA2lnaPyfUM+N9ZDcXD5FXzr7/8Fu6Ie1Gu1LSG62XK9JSvQ/grW5o072WX/nH96bh4PX0xtvRgdEbgTW9uThSqH5+eyuGOCTFS+VqphOSdG0EjE32jn1+Cb+MJG6w8Abj28Bz/5rqOqN/b+oFs2vqxxTVxZLpgy/TSDhUxF/p4GQm5ikilBr2VGl1fBQgBCcdRyKSxnS3j1q+6V/37y7FXMf/9zomcT60D4nUcAqLe2OqlgURSFgwNBnF3IbfkbKSEw2ix1K591dHS0ZQ15xbH9uH5e1FP+eHod77x5CM9Or+Mb5zYHJ+4/FLfVmqAdBwaCYGkKXFPAYraCtWJNruJbiXbSes4Pr6Tlx9yzN4rDQyH5OkgnF3HHPa/G8ukluAb3YplXJ5R25hHaUcECxCpWoEsEa9Vie1BCptSFCpYgCK9V+3eKoo4AGAcgVa+GATxPUdTtECtWyjvmMIAl00dngO029ZTQo0awbpD+SoLbwRCf5NvVHpTQ63NusbggFU773WxH5LW9uqd836q7B//nVB7V+fOolqoITPTj5GOPoFTM49nHfyDfUJ6eWpN3PvviAdsngwbDygpW9whWodpQJ1cGeOLaKjHBqjWaOL+Yg9/N4sREL6oNXnc6SBAE/O2TMy2u5m881I++mF/1nKAoCseGQ3jkkniDObOQ7RrBUuqvzLYHJWhp1waGRhD2ubGSE6sMOUWVodrg8dAPTsmeTT3NHFaSC+gf3Frhd7B0x+SlL+jGWLSBmdXWdjApITDaLHUrn3V0ZLRlDemJD+Bfr51FscZhvVzHf/3Xcy2i5gMDAbzpMHm4OwBD3W073A4G+/sDslHu4y9cwS6PWBm3Eu2k9py5tTIuL4tTTRQFvGrv5uS9RIobXAO12Rxcg3uRytdQqDa2/A52xuWUbAqarzT4rp0v6wSVdD1UG7yqxlQPlhmKIAjnAMi/LEVRMwBuFQRhlaKo/wvgIYqiPglR5L4HwI+tvpcWbhjB8juBTVscsAx1w45FgtdJTrC2w5hViV7/VoIFbL35qLUjhkw4ZqtBzYBRet8G3wR7+jTYUBzFJnB98ioAYGR8Dwr5LFJL84j1D+LJ62IUCJdfwXB4Demk+s3fKqI+l7zrzVUaKNU4U2JqUlxYyreQq6CbRb4tB+11B+L4/uUUBGGz5HwlVUC6UEWfiXDcYpUTo0kMHHAn08WWmJF33zwMP5fDuVPnNYn3seGwgmDl8MDtQleisuwgWFroGxjCW372l/Hlx54HG4pjiROrDIIg4EvPzqPoiICiGQj5FYyO92rejDupXikxHPFuIVikhMBos9Qtf0CXg5av5XRyEZdO/xgHAjSerYnXvJJcxfwufOTuCdOV+7GoD8v5qqkg5mPDYZxfyoPLr+Brf/NlHOj3yRVAs0ac7d9t09eLT3/3ivz3mxLhlg2zRIoHh0fgXTwPbkMCMbVa2mJFU7GLFNU7nyCUUKrxAFlymSnkqw1bNGfpfA1j0W0gWHoQBOECRVH/BOAiAA7Af7B7ghC4McaegEjspIkVwNqEm90gFbozNIXANpNBkoqZ+sTVUMfRGnr6NAdDYyLmw9Wm6LG0L5hB5OxjKOSz8g1larWE5Vy1ZbLt889+11a3dZqmMBByy75cyVzVdod9ALLGCQDecdMg3nJ0EDWOx//67hXMrJWxK+bDT946jLffNAiGpvCZR6/j7MZzvnp6CR++e9zUDWpmrQSfwW5vem3TIuP4SBjHezh8/i8+qduW2hP3w+NgUGnwWC/VsZCtIKHhEWUWSpI/qzg2uwkWANx+eA+++sIiuFwK568yEF61Cw9fSuGJyVXZ9+v+EQavue2Q5rlmF8FyOxi4HHTLtKcZ01y9KdNu5bMqJwmltaPUEMCNvglscDOy5/axHrz/xIjpaWuKAqrZNJavXUeWDhPppVJL8xgMi1mTXC6FcqmKaP8+rC4vILU0rzoAYATpu81VGvidb16Shdoulsbbjg22PLZVAuFCaSP3cnplK8Gyy3eqE+F4O7oVfL1m0Z6hHbPrZQxHPMRVY9vOfEEQxtr+/3cA/I5dr6+GG1k16lG0vW6UwagSpEL3gJvdNv2VBBfLyI7cWlBrRxzcO9Gxz5FRhMjhwRCupkS7BmFsHz7yuntbbiiPPCO6j3C5FHq94mRbN6JaBkIemWAt5SodE6z2amCzKeCCIt/vyEZbzcUy+I037Mf0agmJHi/ojWQAAHjlnqhMsH48sw4BAj7yyomW6TE95MoNFKucrlA6nd9ste+O+ZFOzhi2pViaxoSnglNTV8GG4jgzn7WFYClv1KAZzA3eD8ov2kB0g2Ax5TUUn/4SGlwDRZrBN44M4GuTm9/HnUf34b2vHNetztnZrg66HVhptEof7PB76x7BEj+7cu1ILs4hwRaRRAxjvV68/aYh+Vw3i1oujd/940+D4zhkqzx+6iP/iVjoH93zViyH4mjSNK5PTaMn4OnIQJjjm/jsY9flQGsnS+NXXrNny3mvJMXzdR/+ZSPUXs1Znm8KqHG8aW1hO0g87khRqNpH1pRYL3Wmv5LQ4JpYyFQwRjgosaOc3M2AZahtz/1TQtn2Cnpu/NdIWsG6UWaovX6XLsFSa0cMmJzYUIPROXJ4KIR/OS2OP19M5vHTtx9CxB0B62QhCAIuLIkEgw3FEQ/5LAWZkmDARh2WWjWwyIbkSZ+Qx9ESzMwyNPbEt9blb0qEceeuXjy10SJ9diaD28eyOD5C7tWVXFzQFUqnCpufNR50I95j3JZKJxex/OgXUEhmQdEMftzjxVuODm55nFkob9SXrl5HLbMMtz+KARORUnoh4+1IJxfgYQH44mjkUviXH50GM3gQgEg2P3jXmGHr0861J+hxmPLEIoGTpTu+gWtBIpfKtYNlHPilt90BTyRuKf1Bicr6MjiOw9jYGCavT2EluaBJsNo3iCE+i9VgQqyMDwFvOHG0I6L6zXNJWadIAfjovbuwV+WaBTZJsStVAK6J7UStAOxqvdnx75OzYF+ghUqDt32SsFN7hnbMrpcx0uMlKlTceGZgETdaVB71u+SQ5Rt9LAC52eiNamdG/U7MrKo7pksVDmXY8MDwsC3ZZUYVrETEg5DHgVylgWKNw3/6p03n7JEeL1IbNxxvJI6P/sSvY2150VKQqRFarBoMPLmMoFYNnFR8DYcGg0RVKIqi8LN3jkEQgKenRJJ1et4cwTISSisrWH0BF/rCYcO21OVzpyGU1sG6Q+CqBUxPTyNXubPj61B5oy7UBbAb7ZVDg2TGlE6WxrFEGBcWc0TC6PhgAn6PC/mMKHQX/JttrX9/95ih/QRFiQM3dqEbma7dql4BgNfBgKLM53+SgKEpHDuwB99mWczMzMDtcuLEsf3QCsxo3yAmxkZxfb4JNhiDazhuqDU1wjPTmzrFnzhOVpXrC7S626uh0uARgvXrhm8Ktlg0SBAE0fLBTp1wKl+FgRTUFBpcE9lKg0j68qIgWGon5I3WPTkYGr0+F/LVRtd2aGbgdtAy4dPDjSKDIY967pnWKPhAyG3LODXL0Lo+PxRF4dBgUK7SKKEUOe/t92NwKIHBoe54rQ3aaNXQvtiH+wbx2FMr8t9HXRWcO3WSaIGnKQr37Y/JBOvUxUnc4lrGwNAI0c1BTyjd4JvyZA9FAbGNG4JeWyqdXMSPvvt1pBZm0SjXQUUnwITiOLeQw917OnN1V96ov3ihguqG2pbU+Xsg5EbI48Dt4z24vFwwDIfvGxjC/e//JVnoLumGAm62JfpFC+I1Zd9OvxvTW92aCANE7aKLZVBt8LZFV0kYi/owHu3Dgw8+iJmZGdln8eTUmqpOqJ3kzdU8+P78FIBN01PAmhdWuc7JNjEMTeF1B+NEnyHkccDJ0KjzTZTrPIo1bousplNzz3yl0ZG3lBoKVfsJlt1YL9VeGgRL64TcCVWj/pAbXRhesgSKouBm9UeKPU7mhpFBiqJwy2gEDV7AmYWsbNSqVeHQCra1AhfLgOO1d1mHB0OqBEuJQwPdc38GxN0mQ1HgBQFrpXpHk4Tti/2pNVreZQb5LE5/7Yto8jzxAj/W60PAzSKTTmL1yYfwlUsBhHxuoufqVRfShZo8qdjrcxIZhqaW5uF0uXDi3tfi1NkLKI3dBTYYw/mlzgmWdLzOUAyrF84CEG9oWq2YdgxsTLyyDI3DQyGEvQ7DLM4Du8fhnmrVsIz1+ohaW3bbrThZGh4nY9t0GSDmpHYTHiezRaxtpUKkhNfFYHSjhZ5IJFoMrIfCHlxZVq9jKUleTbE5U97grXhhKTd6Q2EPsbEuRYmO+1JKxUqhtpVgdfhbZ21svUmwsyJWbfCW/KuMsFasY3ef8eNuTLaLCajFTQA7oy0X9bsQ2WbLAz0YTVXe6O8s4HagtJ7CwsXn5dgHtQpH2OuwdYDBSJ92fCSMffEAvE4G7zw+hN9/55EtTrmkbSKrYBm6JWvuaspkencb+gaGcOSWEyiyITmCBgBujnBo8vyW60kPNEXh8GAIXC4FocmD90WJn6s8lq0Cd4X+itACQjpfCvkcEsPDcA3uAyBOLNqFS8nN735XzEek9Qy42S3n7HDEi/0G1S+lB5oEpRu4HuxOFADsb+m5u7yha7+2zURwqYGixIqllr6mn7Cy3tKeK27alVjxwpLsM7j8CjyrV019ppjiONKFrZWcTitY3Zj609PqmoVRFdkqClWOyPZhx1ew1E5Ir/PG5f4pwdBUxz5NdmK0x9eiaWnHjSZY8/Pz+MQnPoFytYZMpSlXQNorHHZWrwCReOqJdx0Mjf98/z40BUHWJh0eCrXYGtghuAf0RdAHBoKYWRMX00vJgimtkxq++sIivnF208W6x+fEa247hIdOfc+0WP/IUAiPh+KgaAazszM4PhrtWOifUuqvgmRkQXm+RAeG8IkfpME1BawW68hXGrZIBy4mN6ctSXPrtCI0hsIeLOcqmrvogNshawAlkES5sAzVleEav4tFGvYJ3bs9iNROsKxUiJQY6fHqtqccDI1YwGV443Y5GES8DmTKDTQF0ZOrP+i2pBebXS/JAc7JHg8+f/1HxDYxMQMdVqdWDTWO77hi2I5SjYMg2ONtt9ahuage1kt1w+icHU+w1E7IG62/UmK7LQ/0EPI60ON3Yr1YRzTg2lFxPgAwMzMDjuOwd/cu/PjcZXnxU5bWvU4GccKbLSlId+VK4fdP3TqMK8sF1Pkm3nCov+OLfbTXi0SPF+U6jzPzWdVYo/39AXz7/DIA4NJyfsvfzaDONeXXAsTNwPtfMYKBIWMRuRoODQbhDIneTFwuhbe8996OF9N02wQhKZTny2hvEddXxOrVzFoJRxVeP1YX/iuK6uGBfrL2YESnXRf2OnXbFINht2mC1eNzdsVc1axXlB4oStSGdhPtNhVWKkQSvE5Gzi/Uw0TMhx6fE6vFmu6GNh50y3mB6XwV/RvnuFm92OxaWa4ej46NoZZZJiaOfS0VLHWC1QmZmZufN60pMwLfFFBtNG2xIGm3fbCTDL4kCBaw9YS80ZWYnYyJqA8DITfiATeemFyVy5gMs/0Go+0YGxsDuzGVE/K6VRe/iZjf9htHwGX+fBkIefCbbz6AdL5q2UdHQo/fKdsguB0Mjg6HcHouu+Vxu/v8sqN7MldFtly3LPacWSvJJK7H68TH798rO7FbEQT7XCwO9AdxQQDYYAzXy27ss3Rkm0i1TRBawVivTyZY06siwUonF3H53PN4/HvfgMPpMrXwrxZrsvDexdIYIWjXGV1bYYP1aijskduSUb+TSBjerbgru4xLAVH72A0SqES7kW0nE4URn5Now+x1svA6xZBsI4IlRdpcnZoBlaqaPiZJ4M6G4mAYFpX1JBysg5g4Gk0SCgI6IjNzs8a+dZvvJUAAiCaYy3WuY4JVqfMtw01WBgz0QKIVe1EQLAksQ2Ei6t9RbbmdhrDXCWkPPxh2y/37oNvR9cXOCIlEQp7KGR0dxRLnQ7HKweWg4d3wnTKbVk4Cj5PRnSTUwlDY0/G55mTpLfqtXr9LtcLoYsUdtFRBubxcwAmdDEC93dj1lc1svwMDAVMxN1o4MdGLCxvts5PTa3jjYeuVvXRyEVPnnwXn6gUbjFl27FdWe6bXSvIiuppOYmluBifufZ0ce0SymCqrV7tjfrC0cQUm7NG/tsJep25rWGkWOR71Ee2yu0awbDQu7Xb1ChAJYft3a3Wi0Kzu00h/K1XiufwKvv/Qv2Kqx236xj69YW3DBmM48KZ/jzcfcJsiaUYtQkDUYVn53etcE30DZBXDlUINn3zkKnhewK+9fq/h9d6pNgwACrXW6lWn7eN2lOovMYK1Jx54mVyZwFDYi9m1MgThxhmMtkM5lROqNHBhMYebRyNd12oE3GxXpkn0wNAUjiXCqpOb472+LQQLAPYPBOSb/PcupnBgIKhasTXajU2tbIq+d9kUu3N8JAznM2JE1FK2ioVMpcWwlBTp5CL+6k//EEtTK6BoBtFXvg+9fmuEQUmwZlbLWF5cA89zGBnfjaW5GcxNX0O0b4B4x38ttUlM95K2Bw1utAxNIeB2IK8xcXXrWARPXl9FptzAK2KC4S7b42RsbeUp4WRpMAwlT/l2gu0wglZaNViFTGhvP4xEzy7i5zkYGn43qyn0llqCXC6FcqWG/qE9pm7sM6sl/H9PTMv/v3diDEduGSM+PkAk4jQFNAVx4k/Nub1c5ywR9hrHE1cMv/TsnEzwvnthGf/uDv3PYccka7tYvpP2sRp4XjA87268UpwQTpbGQIe5dP/W4HEyGNjwV9qJbdWQx4ETE73bshB3049HC1rkCBD1cBHf1r8dT4TlCca59TJ+79uXVBcbrelaQCzFKytYJLoSErgdDG5SaJxOTulbW2ghtTSPdLYERygOocljiC0SVYrU0BdwyULnYo2DIxyXpwz3HDyKN77rfaYqBsoK1l5CYkoySRzR2eC4WAa/fv9+/N5PHAFTXtX8Xc28Xycw2yZMJxdx7tTJLdNt25W04e3ACkI5dfipP/xdzM+TTcZK0Nu4SlUaNhRHiQMW52aJb+w1jsf//uGkHMbO0hTu20fgC9AGlqbRq/BUm1Yxey7VrJGZ2ob8RGtKWMJqsYYzC5sDQz+6tgrBwDyLxKjXCO0ESyKDb3zXA7prgtb5rIaSQZvwRUOwhiOeHSUof7HgwEAAQxtu5TsR2/WbbndupZOlDcX6am274YgXD7xiRPZXWy3W8dT11S2P09uNrRbr8sLscTC2TUACwImJHvm/T81lDBdKNcQHE1ir8GjkRAfzO47tt3w8FEVhvHezivXVazX81M/9Kt74rgfwcx//77jn9W8hJleZcl3eZTsYiihvTKxOGZ9bpAMmJLvsbrUHJZDGbgH6tgjb0SIEzB1vO6SNymBiBE2ex8zMjKnn65HdWMCFvoALbDAG/x3vRe8tbyQm+1dTRXnwwetk8LHX7SXSA7YjnVxEKDcJLi8aDX/51AKabdesVd+pGoFNgSAI+O6F5ZZ/4/Ir+OFjj+kSGHsI1taKsUQGAaiSKLM2H0bH+aJoEVIUbB/d/7cCiqJwgNCJ+qUMK/4+nUycxINuQ32S1g7/vn19qDZ4fOV58eK+kirgNQda3Zv1SvPK6tVEzEcczkyCgwNBeBwMKg0eq8U65tbLGO0lCz6V0PT1gr31pxDIpeCO9OPe4wc6Oqb79vfJ2rDrKyV8c8qJX7j3hOnXUXqP7Yr5iaxgxMgs4+837CEjRSQtl263+80QFj1di52CeT108j4SoV1NzqM/7MfY2Jip5+v9FjRF4U2HB/B3T8+ADcZwUWDxM9F+ote9qAhmv2tXlNjsVgmJLNSrNeQXCwje+dOYQQwnp9Zw565NU16jKowWjHygrq8U8bmnZ2WjUwCy3cTXLrhwOhrUJJyVRmdeWHWuiVpD/fj05BVmdVpGOqwXRQXL52LhNMiUexkvQw9+FwuGIScaZncy7VqkfoJ2tt4OX2k3cDVV3LLrBLRL891oD0pgGRpHhzenKp9XmYY0wnMz62CDMbgTh3H8wO6OhdU3JcJ4722blZ7nZjOWduVXlforwhvaeIyMXDpZmtiZX6/lwtDdD7k38/p6FbftahF2QrAkQvve9/8sHnzwwRbXdhK4WAYunev4xK4e9G5UHIs1Dk8aJEZIOH1pEtX58+DyKzgwYJ5cAZtkYWxsDIMBB7icaDisNB4GRDJCYprZDj39UWppAZ/+4tcxOzfX8u+S3UTF3atrVtxsdubRlVepXm0em7a8wqxOy6i9+qJgLdvd3nkZLz1QFGU4Lq+E3kXYDp+Lxd64X/ZC8jgZopaQ3g1oMOSWz/tijcOSiQBoJVHYpSAAZrQFerhldNMA9dRcxvTzJxUE8ObRzsxUJbz2QLzFAV0KFif5zOnkIn70va/jqUe+KbdS9saNiWlf0GVqbbKj8rQdpMWMgF5P17JdBMvdIUHvGxjCvffcY5pcSdCLH2NpuiU78FLS2N/u+vQsLn/7b1A4+z3kn/oHRARrnnhKspCIBuDYCC9fylW2ECorVSwtUpZOLuLPP/UHmH3668g++RCE4ipOTPTgE287BHbDrDi9NA+BonUJjNU2YTpfxXmFSXQ79EgUqU5r8xj1v7cXBXMJ3gCB8st46aHH58RakczZ18xORjJ9PDwUxEqhRnxjcTA0GJpSNR2lKAr7+gM4NSsSmCvLBaI2ebHGySV5hqKwe6OCZacHzKHBIJysOE24nKtiKVvBoInpXqV3UCJi31TweNQnO+FPrZbQRxcNP3M6uYi//KPfwpULZ7BSqMHVvxux13wIE9GbDd/PbGs04nViMUNOlNXQid6IFGYrQmq2CA6WtiWsnQR2tCI72cS7DLorB/o3JRpTqyVDY8/nzl+B0OThCMXhra0jm15CIjFi+rja281/cnJdzP8UgGSu0nL+FmucrlmuhPn5eTn8usapn/+ppXksrRfhCMXRyKUw1lzCKzxhOCou7B4fxSQeQG3pCgYOD+i+lxWrhjrXxNkFbXIFaLfhl3NV1LkmhvsH4QzFkC03DH8rrTakhBcFwTLK2HsZL4MEJAuIBDOGhZLo2MUyprWCLpbW3Kntj28SrMsqOiw1TKY3q0OjvV64Nm4+dnrAuFgGhwaCOD0vtgenVkvEBItrNrFa3CRYMYsGo2qYiPnxwysrG8dUxDi3bviZU0vzKBXzAOsC5QD4WglR5JFdSer+9jQNBE2uS3ZUsOz0qdKC20GDpsU2TTtIdYn+Loc8K+FgaEs+dxJourN7jF6LEBBjtlwsjRrXRK7SQKbc0B1USCMIimbQyKUQiQU7shNQkt+hSEV2c1/IthIsEk8nKeqM4ziwLIs3/LtfQji6lSQFooNYr/Dg+RQEroHKlSfx7aUXwDAshu7+aUwCqEyfwslVJ1YuPqOtwyI4pnaQSgPaNwUXl/L41CNXIUDcxEhr8usOxPGe26x//y8K5mJ3AOnL+LeJgIs1tRCTGBZSlP4IvhFcDkaTYO1T+DBdXS6g2RQMBdUtNgMKHZHdHjBKo8BMmTzva61Yh1Swi3gduu0Vs5hQmo6ulNB3YNjwM8cHE/D5gyiVrkFo8GBcPozGAoaVL7fDvEu528HA42Q68vjZDuE4RVHwOrf6O5FWQWMBFw52ORy9HW4HgyJvTRg9GPZ0lG1rdA7TNIWxXp98bU6vljQJVjq5iMtXr8N/7H6A5/D+d9xpS74fIBonSwkSS22VVJIWoRR1NjY2hunpaSzMzqoSrJmqG8E7fxpcLoUeuoJw4ZK8yQk1c7IOq+6Ngucrmps9K/YRapODJHh8cgXSXUG5Hj87sy4TLCtDTzueubgdOyPY+WW8+EFRFCJep27ws1mEPA6wHZyfekL3gZAbQTeLfJVDqc7j+kpRjtzRwrUWgrWpI+okQkQNyhtExkSgaiq/mT9oh7u8En0BF3xOBqU6j1KdB/xRw8/cNzCEn/v4f8cn/uZrWC814Brci6GgE5cNKl/tES2kCHkcnRGsbahgAWK1rZ1gkVRBKUoMBt9uSx2Pg9E0/NQDTYtxS52AxI5iPNpKsG5R0R6mk4v46z/9QyxsGPD23ft+HD+we8tjrF7Dw4oq80KbprNIQGaUUWc0w6JPY5M2uVIEG4yBDcZwzxiL2YevyZucmw/uxdevN0DRDFaT89i7J6652Vsv103nJLZ7X5GAbwq4sKSuc8tWGijXOcxeOoMvfvZTcLjc8Ae0px/bseMJ1svVq5dhJ3p89hIspYmfFejptSiKwk2JMH50TfTBOjWX0SVY1QaP2XVRg0RBzDZUwmqESDvSyUVkpy6Cy3NggzE5u4/ouYrv3u5Qb4qiMB7z4fyiuFhOrZZwx4T2Z5ZuVoHeQdQSt8MHgKaA4wf7cO0J/cqXz2ILLOh2YDlXNX6gBrZDgwWIthILaL0Jk1RBPQ7mhvgVqhFPPTLiYGn4XSx6fM6OxfgkVdiWSCcVs09AJLDrxaqsXepDvsWAt1Md5ZBC79g+NNPgmqou70ooo856+oeQbKgTUymeDQCOH9iNe/a0bnJGRgoQIIbG3/lmbYNSnheQLTdMSTvMTg+nk4t47vwV5FdrYIMxhDwO/OfX78MnH76K9XIdXH4F3/i/X8Wz3/oSUkvz8PoCGEiMEUssdjx7eVl/9TLsBKnhI+lO0WpIsQSjxf2W0YhMsJ6fy+I9tyY0d3TXV4pyJttwxNOVOBVpkc+XqsgmCwjf9QAyJgTu3axgAcBE1C8TrOdm1rG3T8x2PDQYajHbVd6sstUmuIk3gw3GMNbrQyIxYlj5svrddrKeURTgtrGlqgc1vRhJFZTUisJutLdOjchIr8+Jwx2GuEswErkDbZFOayXVdn98MIFiXZANeA/ta43t6VRH2Rdw7TBVBwAAIABJREFUy2HymXIDpf+/vTuPkuSu7kT/vbHmvlRW1tpZXb2ru9Wt1i5oIWQNlgAzYAYwIDFmjt8Dm8Ee8Axjm4ePZc0Mfja2sWfeGPtg4IwHS8bYAqNhDBIwrEIbknpVq1eVurqqupaurn3NzN/7IyKzIjMjMiMzI5dW3c85Ouquyqr6VXVl5I37u797V9MF/15Lq+UDLGBj1NnE3ArGbIrJl9bSuGw+x2UipOIBaEqoYJ27u0MYmTEyXFOifEb+yuKq6wArmxUVT/VZ5X5HLkzMYmZuDbHD9+PQ7n3oifqwPRnExPERzDz5CP6PsoyFy6/CFwhgaXEe66srrkss2n7vrdFjIdjmEnbRD8ttD6ygrtT9gjJ1uXwbgT3d4XzWYnpxLZ+hspM7QQd43/8qJ3eR37J1K0Q2g/TseNtksACjEWrO0Uuz+O2vHceXnhzCn3/3TEHXeeuL1czCcr5H0C5zW7XS+I9atwhrzXwBRjDerOyQT5Vts2UVfy5NLG63Kr5RqdRmxctA0E2AFQ+o+QB/NZ3FK1dKs1hdvf0I3vFehA/ei9jh+3HLvl0F76+3jlKWqGCqw0jJNqH74GTGYa7mq5ZrUH/cb9u/0lobaq0ZtTM57/7asrCWtj2Y4ST3O7Kkd+SvZQfMoLs36svXivk7U5AVBdF4B1LbduGBX/vN10YNVjyoNnwsBNtciAhRv4rpMu0a3N4pdtUZIAwPD+Ozn/l/MTa94JjyV2QJN2yJ4Slz7t+3nzmJw91Z2wzCRcvFbWsNYzXcyF3kp8cvQZYVKNFuLK9nsLKecbXVYm3R0NWA2aI7u0J44+4kfnhmsuDtw1eXMTa7kj/taH2xmlsTUMweQXtcNhitdf6drshQFQnrNTR2bFZfqZxoQK26F1HLMlhFwWClYMTLrVZFrjwgm4iwrzeSfx5/68Rl3LI1jtV0Fnfu7IQsEWaW1jArR+FLRW1HNXlRR9kf92PYLHAfubpcEOxU8289s2QfYFm3P7c5jJra3R0GARAw6rVml9cdR7ktrqZdX1uqrcHr7kthLUuYHh8BSTJ88R7sNQ8W9cX8+Z5dMzNXsWvfQdx137/EdQdurOrn3tYB1s6u2jrYMlZOPKCVDbDc3inWuz04NDSEbLpyIHfz1jieunAF6blJfPtbj+BU3IeBRLgkIHt1euPiVm2PJresF/mJY4uYlY07vunFtYqtGtKZLKYWjQCLUP/Pz8n7b01hdGYZZy0tKwDg5cvz+TXmvo9XXx3CqefnIIeTICqtW7OjKVJdB29CuoyrNQRYzaq/yokHNIzNVFcv1i5bhJWCEa9/lroiYSlTPkC5d393PsA6MjyDI2abk0xW4J7rugoaBG/vtB/VVG8dZV904zk6Pl/4b+s2g5XJCiysOgRYlszcoMNNXtSvYld3CGfGjZKG54am8aYyLWjcXFuA6uuvunr70XP3BxAOn4QS7cah63bm29poK9NIz44jdMN9CGiED7//7pp+7m27RdgT9bXtgGJ2bavU0b1SN99bBuM4NBBDuM4GuIODg9A1FeOj5QO5g1uiONAfzaesR9IhnLg0jTPnLuQfs7CaxpQZNCoSoc/DAc/FcttE3X0bPxc3rRqmFtawPjuJleETCKZnGnY6WJElfOxf7MJ7bt5S0Lrh1GWjNivX3R0A9C37IYeTAIBUPOCqtqrebbBag5BmB1hdYb3q3l21bp3WS5aoZDuq3Ham1+0u7DIsxVMEUvEADqViJY87NmIEWqcdTgB7yfqaWnzizm390uzyuuNW3JCLDBYA3L4tkf/zs69Ml/16bgKnpbXqpl0AxqGgo1cV+FLXQ4kkcfce4zowMTaC7/ztX2Dh2BNYOPo4lrQOxJLlm6I6acsMliJTvhaCMa9F/KpjI8WccneKIV2pqzVDTu5UzjefPIposs/x60lE+LU3bsfs5BheOGE0ILwqyfj6uTXc/vosVFnCsKU2a0vc78n6KrFu37upwzp17oIxOiObgXLej4m37PWsx08xnyrjvv09ONAfxe89dhKA0Q3/8uglPPyXn80XPyfecH/+Y9y+qNV7eKD2+q3mXq4VWcKNA3EcGZ5x1YrDr8lN695uJ6DJrmbq6ark+fOjuA7Lqcj+bQd685mrnAuTRnd367Bxaw88L1lP5Rdvqa2uZ7GeyVa88ZlxuJmaWVrDVXPrUFekgmxZsZsH4njkmYvICIELU4uYnF91bDpcKcBaz2Rx5OJM1Y1mnzp/Jd8tvjuy0bttfHQY2WwG0WQ/ZiZHsD47jstzKxjoqL7soi0zWLu6w542IGTMSpao5uyTIpOnF+dUKoXXH76zYqChKzJ+612Hcd8Hfj1fBDsrR/HskHH3N2RJzddyIahFR6B8gFV8B3/i9PmNESAKSgqPvZqVaNVrZsLTc5OYPn8UD3/zezh5aRpHZ1RcnJrDiTPn8o91W39Vb+uYWj++FTNZZYnKZiKsWrU9mOO2Rq0RmUBdkUEEdISM54RTkf1gZxDvvSWVH2EFGLVP5yYWMGa275AlwvbOxiQYrKdY520ClyUX/bCcCtyt9VcDHYGyBzJCPgX7Lc1on37FeQh2pSaopy/Pu6ofs15fslmB7768MfT6nj1dmLo8iuPPPw1FUSHLCuRFox+ZEu3GWJXZsZy2y2AFNBn9VRz7ZqwW8YCGWfNuq5rmfY0oNA7qMibLH6bJf+2P/MLtSKVS+KcjowCAJ06O4/XbE7g4bS1wb0z9VTHrCd+rRUWvdnfwk5YRILH+joItUS9nJVoREQa0JZw3M2c/TK+DAGBpDUuSjBiikGG0QHCbNeiss/dZLYGIqkhNL3LPiQdU6KpUce5asMlbmMXcNmH1q96/7OmKhC3xAEI+BdMLa2XrOH9+Xzd+fl83/tv3zuKYOZT48ZMbL/bbEkHb03desM71tet6vrCWLtvKJpsVmHUIsKynmN0E5XdsT+CFU+eQnh3H99Zn8AvX99oGZavrWayls7Y/k5mlNVd95YqvL4fe8X9j3Dxw41dl7Aqu4suf+/P8+9/67gegnRzF89MKlEgyH/xWq+0CrF4OrlgTdAQ1DE0tVv3C3pgAq7qn4d17uvDPJy5jLZ3FyMwyvnNqHKcvb0RoW5uUwYqX6eZefBJz+OKrGM+EEDtsNBj88AfuKfg5ezkrsViS5vKZs/XZcQR23AY5GIMS7YYcMeoutiWCrrb+Arpc9++AKkuuAharVmSvcogIPRFfwRH8YrJELb92u81MNaKVRMSnoifqy2db3Jz425YM5gOsI5c2tg139zSuPCZs+T2aX0mXdEqvlC2aXFh1PC350tkLWBk+DyXajcHE9opr2aItYvHpr2BtfR0LJ2T86MZ+3H3TXtvHLq6moSmFHQUyWVFw3SvHen0ZG7mIbz19DIgYXfLv3pPE7OSlgutPOr2Om29/HY4+OQQAGJ2tLYPVdluEvQ0szmUsJ+ZXIUtUsV9OMTdjMapVbU1PSFdw587O/N+/+rNLmDPrKdTlaVy9cMzTbTYnBTVYRXUZxXfwK3oCGSGgRJLYceBWDG4dKPv4emclWv3czfuQjAQgL0wiGvDB378nX9ia43Z2Xr3Zq5xq+/u1eqJFT4Xr8v6+SEuDQMB94Xojxg1FAypUWSq4WarUM2y7Q5bH7VZ1LXRVhmaWOKSzAqtFNWuVttqKe2fljI9ewovf+ALmjz2BmScfQSRT2oS02JXLI+gKKlCj3RDZDP7PcyccH5urw1pZz2BibgVDU4t48tyU69E41uvL4howBeP0syIR3rS32/b602upIXtNZLAUmVqWBmebiyQRogG16hf2RgzbreWF6b593XhuaLrwArMwhfi5b+I7r0qebrM5sQ65nl4snBtWfAf/08sAYNxt2hWT293xX99v9AM6dmkWmWx1BaxWvf0p/MF/egjjo8NQFBVXF5bw1y9O5rNXQGGD0nK86ssXD2pVjcxpdfAS9qnoCNm3NxlIBBrS06xabgOnRkw4yFFlCZoiuSq2z22jpecmkZ4dhxLthhZNNqxJcE7Ip+RrJudW1gtec8vNyVxZzzgednj53AWsp9ehRruB+UmszVwGsK3sOrr7UujrCGHkgtG5/uJ6CDNLa4jZ3HzkAqyXxubKtthxYr2+/HAUGL1q/A4c3tlpnKz0l15/VtY3fhYTc6tIZ7MFo4vcaLMAq+0Sauw1rCOgVd28rxE3ALJk3FhYn9BAYW0YgII1JkI6fvete/Htk5fx5PkriPlVvLFfx9FLUkO22eyEdAUBTcbSWgar6SxOj8+jQ8wXrDP39c8cezn/cU536NbHx4NqPmuyJe4vuz3lRu7z5raDs2MLEDe/B0okCV2RsD1ZuWZEkrybLNFR5edph5FhB/qjeO6V6YIsR1BXCgq2W0lXjFOM5YJxWSYEGnwTH9TdnWYMaAo6xBzOmPWBJMl43bt/teFJhrAlwJpfScPabnIl7Rxgjc4sQzj8aFf0jnx9ZSLkR0//gP0DLbp6+/Ghf/dbmPvaTzAuIlAiSYzMLNsGWIuraUwvrtUUXFm/Xmd3H750/igAI2B7/Y5Ewfut10ufKqMjoGF6aQ0ZITAxt+qqH5dV65+1Fq074Ms2o46QBkxU17yvUbPggnphgGWtDVtbXQURoGp6QWYqEdLxwO1b8f5bBwACpi6P4sQPGrPNZoeIcPu2Dnz/tNE1/dtPn0Tm+X8oqWdbz2RxYXLjhFG5gdU53ZaMyEAigEtXl+vKYgFFdRizZzE5Ow4lksSenrCrO9OtiaBnbQj8mgy/JpfNGOQQAaEW9ZeyUmUJhwZiOHZpFgsraeiqhP39kZYMd3biU+WydUTxgNbw9QY0BVcX7QvBix2Kr+NsNotwZx86sjN405bGJxmK67CsMhnh2KrBOuaq2FUpkq+vvOeOA66vp129/dh9w224YjZgnXIIoBZW0zg/uWD7vmqcn1zIf89Rv1qxGL836suXP1gnQbjV+mctYy2Sm0tYbsRFMb0BNViAkQm4Yrm4WIOBU8deAADsPXiTbWYq94LhxSiNat21K5kPsF44dQZ71taQGthasM5XphaRNoOj7ohesYGwJBUGWLoiY3dPGOlMFtOLawU/p2pYt4N740F07tqBBVXH22/oq/ixWxMBz7du4gENy2uVi2f9WvNmEFYS0BTcNtiBqYVVdIb0tllXTkArH2AlmjB6rZo+Z2+69XqMPtuFTHYVihxBamBr3V8/EdIgAMdsj7VFjd14mdV0aYC1ms6UHUXzytQilIgxwPlg0ZDqSjpDG/8mUwv2QVw6I/KnvuvxoqUH2Q1bopCo/O9vb8yHk2NGg+Kx2WUA8aq+HgdYbNMiIkR8qqsmioDxwu9msGstik8SWoOBYCgCIrjKTNU7SqNaqY4AtncGcWFqEVK4C1MjGahF67Q2UNztYvxVR1AvucDnWrf0x/x4buhqxdNOdmoNQImA7Q3YBkuENFfdp70qrPeKJFFb1FzZqVSH1YzZttWcUuzq7ccvf/QTnt0UaYpk1i5KODs+b7u1Hi7ohVUatKysZ0pq/spl5IQQGLWMVKq2D1+npcHoZJksWb2EEAVNXu266hert9CdAyy2qUX97gMso5lgY+7Yi3sIFQcDAJqamarGXbuSuGDewcYOvx9v2a0VrNM6Y223i15T5frgKbKEg1uieOq8c2PCcmoJQBvVodxtPVejZja+FpU7hOJT5aY0Q632azj9Trrtzxfxq0h1+DExt4remC9/cxINqIDN06QgwLLJShXXggLOmSXA6IGX64ge0OSqR9wlLTcQ5b5OvcZmV/LbnLoiYa+Lgy3WrgYcYDFWpWouBo1o0ZBjd1EuvvDWElhV00SVyDjdVm0h6fX9Gxeqy9kgrjt0Y/4in85mC2ondlcYphzQZceRGTlBXUFQV2rKYtUiUufMSSeaIlX8PjRF4pmsVSjXC6sZ2SvACOSqLT0o5rY/X1dEx4H+KIioINsCOF/bwrrzPEIAWLHpz1Zu1qg1C9sX9Vd9E9pZEGCtVXXNqsaJ0Y3WEfv6Iq5moVoDrMuzK8gKUXFb0YqP7bFNrZoXr0aOb8od7/ZS7iL9rUcfwZc/96cVe2MlQjr2dIeRu34osrsLSSyg5e9C1zOioKv8xStL+V47iaCGRIXtLrdd6JPh5rxYAo3tQVXpRb8zpDcsa/paFAtokG1+b4nKZ0a9Vu0p0eIxUW77823tCDr+fuiKbLtlGnKxRWi1sJou2xTX2oSzL1b91nEsoEIxM8Qzk2P4H3/xJ66vWdU4fmkjwDrQH3X1MWGfmn/+r2WyVW9hcoDFNjVNkVx3gG5UJiPH6+2LShdpIqOBZO4FqS/mQ1BX0B3xoSOk4aat7gs6d1oyU+cmNjJWBduDFU4P6qqEXpe1Pc2sS6p1bqUb8WD5z90V4e3BasgS2W6p7uwKlR0B47XOKrZ17W6E3PTnC/uUit+T3Q1kpS3C1aJWDU7DnXOs9VfVnrIDjGH2ucMH6dlxLC6vum787NbKegZnLNcltwEWUDgZw1pP6gYHWGzTi7jIYklS5W7W9fJ6hIfTRXqwM4hbBuN4/Y5OXN8fxf7eCFRFQmfQeFHY2RXCDVtiiPhU1y9KuywB1llrgDVhKXC3aTCaI8uEG1Ix16fSon4VaoMOHBRrZAYrHtDglKCKBdSmnHp7rekpCtK3dPibNp8zx3oyrhK7G6FcDeZb3nW/4/ZgykUxeS0BVvEW4UKFrfjiLcJa5G6YlGg31oXkeauZU2Nz+TYvW+L+qvrZXdezUQJxaqy6AItrsNimFwuoFbtqJ4J6wwaw5lRzvNsNp1NzfTFfQTfrrogPurrRCsDa6LAv5nd1PLo4gyWEgBDAWZcZrP29kaoyhESEzpCGsZnaRli45VNlV7UatVJlCSFdKXmhk2XC/r4obw/WoCOoQVMkyBJhV3cIXeHmn3jUFRnRgOrqueN0I1TuQEbEr5YEknbsbpCsNVj2bRoyBVMZyrVnEEIUFH/XskUImBm/MUCJJHHzL34Iu4PLntZgnRidy/+5muwVAOzt3bhuvXx5DuOjlzAxdsnV+jjAYpteIqgjN8bFSS2p72o14oRT8UU6oMm2o0KcatG6wzrOVOiODRjZvaAmY3Etg4XVNB587CTu2p3Mny6K+tWyp+Eq1WbZSYb0hgdYzZgBGA9qJQHW3p5IQ2bmbQZERjY0rCst7dPVGdJdBVjVtg8J+xTcOOAu2xvWlZLu9j5VgiIR0lmBtUwWq+sZ6JabqmzW6IWVu9GaL5PBqvcEYY6+Mo2V4RNQot1Y8+3HgZtvqOnz2BFC4PhI9fVXOamOQH5ixfTEGD7/X78EXUb+8EE5vEXINj2/Jpetw1IVqaqUf6283iK0U20go8i5bt3Oj5kYG8HJF57BFnWjuH10dgVfeW6jfmJ3d8i5GFeVamqD0BHUyq7LC262j+tV3HNoR1eo4dvRr3VRv1o2ABkeHsaPf/xjDA97U+NjJ15FzVelwdA5PlXGjQNx11lVotL5vkRU1AvLJotlbhMuraXLnoa0bg/2x6o/QQgY1w/roOjh4YtVf45yRmdX8qOB/KrsaiyWlUSE68z2MunZcUzPL7uuEeMMFmMwAo+laft5d4mg1pStGl2RociEdB3HuytJ1BAodoV9OLiFcOTiTMn7rMfJl9YFfLvfjhW9tDi+XINRt4cMiimyhFig+rYS1aj2NFgtrJnLaKDy+A5Wn+HhYTz00ENIp9NQFAUPPvggUinvx0p5PVRakoCDqWjVpQp23e3DPhVXzeza7PJ6yaGR5fUMolDLbg8CwKWr1hOEtWX5x0eHoZKAGu3G+uw4Rs2g16t2DSdGCtszVDuwGTAyyi9cnIES7cbshazrGjHOYDGG8oFHs/rnAKXZDKD0CHetZIlqDhg6Q7rtEFprgW5AJXzoUAgP3F466LVcg1G/WvsLUbKBpwkVmRDxN/4eNKQr+UL3GPe8arihoSGk02kMDg4inU5jaGioIV9HUyTXrU7c6Ar7ajrJbLfVbD08YTd6asTMTJXbHgSMETk51XZwz+nuSyEU0LE+Ow6SZMyrcYyODFfVYqacgu3Bvuq2B3P29RmF7kokCXHju3Hrve9yPHxgxQEWYzBOcykyYW9fBHfuMk7X5TQzwCq+6622l1U53RFfXTUpnTa9p4oLdHu3DOANuzpLHtcb9TkGirVmsABUbEpaj44mZS5lifIdyJuxJbnZDQ4OQlEUDA0NQVEUDA4ONuxreVlXWWt9k113+84K3dOvLq5henGtYoH7OUsT4Wq33nK6evvxbz76CaTueBtih+8HhTtx8vR5V33AKllZzxScarY2Ra5Gd8SXr92SI0mcldxl1XiLkDEYL3Kv25HINxPticp49coisgK2mZtGKS6qtmaI7AY9W5VLqUsS6t56SgR1XJounJ3nVKD7wO0DePgZo5bi5q1xTF0edexMHaij9iw3/qQRXd2bGVgHdQVLa5mG91pjQCqVwoMPPoihoSEMDg42ZHswx6/KmEX9Q4qB2g9c2N3AJF3M/zs/uYC1tHOD0enFNcwuG9+bT5XQb9Oiwe02X1dvP/bfeDuev3gVALDmS1TsA+aGtT1DKu5HrI4t/7ff0JfPhj03NI23HeytuC3KARZjpuJO7YOdwfwFpFliRYWxbhoOToyN4OXjL+DHT3wTqqbbjtboifjrPpWWKyrPFl1z7Y6T37UribGZFVyeW8E7D/Vj/NwRx0Cx3lqVqF9tSICVCDavyWdQVzCzvM4nB5sklUo1NLDK8SqDRVR7w9vc75Q12OkMbdxsOc3/q3QC8vzkxvbgtkSwJDvudtxPTqrDnw+wZpVoTYPZi/3s1av5P1d7erDYts4gDvZHcWxkFgLAk+em8J5byv8OcYDFmIOusN6U4bBWYZ/RQHPdvHOsdIQ7dxGbmhjD6MUh3PHGn8f83ExBANMR0mpO31vJEiEe0PI1G+XuTmWJcL+lFksqEyiWG9DrRsSvYLS0/r4ufs1+zEijhHQFkSa0hGDNVc/2d+HnUWoeOO5XZUxeLgx27v3AR/Pvn6rxkIh1xuiOZGkT4Wqy70Bh49Th6SV03XZdXcXtq+sZHBneuDDcMthR8+fKuWt3EsfMLNZLY3MVHs0BFmOOiMi26LzROgIaxuc2+juVaziYu4gNbNuJ0YtDuPjKWXR29Vq6tgews8wJvmolwzqumANZq7k7dQoUfapc8wtHTiPqlooziY0W1GWuv3oN8ipIr6cfGxHh6vhIQbCzNjsOwNguu7K4ikxWVPU8nBgbwfPP/hRpRKFEkthhM8TdTfbdKhW3BFhXl6oerFzsyPBMfg5qb9SHVLz+XobX9YTzfcWGry5X3OHgAIuxNhMPqgUBVjm5i9j83Cx27TuIu+77l7juwI0b2SuPt7m6Iz6cGZ+v+u4UsA8UvXgBCmmK7dZlPeqp1ahFUFMQ83v4DbC24NV0hloL3HMGtw0WBDup1FZEX53C7PI6sgK4urTmer7nxNgI/uYv/gTnz05ASBJih+/H9s5DJY+rtoHq+uwEcPkU0oFOrESSuLKwVtchlmdemc7/+fZtHZ4cWPGpMnYkg/kZq5WyWBxgMdZmqimuLncRI6r/wlxMlSUkgnrVd6dOvNhCkSRC2OduLIlbzW6XIEnU1KJ61hyyRNBVKd+4s1b1ThTYPri15DrRGZrLZ2CmFlZdB1jjo8NYWF6FHO3C+uw4QutXHUspymXfrSbGRvC3f/lZrF+8gtm1LGKH78fw1aWaA6yF1TROWsbj3L4tUdPnsbO/L7oRYI1ygMXYNSWgKfBrMpbXMpUfDOeLWEivvW6jnJ6oD5NV3p068SoAjHgYYKmK1PTaOwA8d/A1KqDJdQVYQV2pucA9x6/KJdeJzpCeL1Sfml8Detx9ru6+FDKQ8n2r3N5c+VQZAsL2Z5HLiHdvGcDMufNIz45jeHoJNw2UNi12Y2hqERlhnB4c6Ah42s5lf28EX3/RaDVzcnS27GPr7oNFRL9BRKeJ6CQRfcby9k8S0TnzfffV+3UY20wOpWJ1Z3fsBr16IRnSIcvkeryHE0nyro+Vlw1Budkn85JT6w03DYTjQQ23DsbrvlGyu2GwNumddDhJaKertx+ve/evInzwXsQO34/efnfP/4GOgOPJ3FxGPGMGbUq0GxMO7SPcGL66MZXD68kIAx2BfG3uXIVO93VdlYjo5wC8A8BBIcQqEXWZb98H4H0A9gPoA/BdItothHB3S87YJhfUFdy0NY6fnJ2q+XN4vT2YI0mEZEjH5dn6Bi13BHXXM9UqiQc0aIpUtm+PW436ubHNKdURMIq2Lb+abg+J7OwKQfHgOZIIagj7lIKh4p3h8s1GyxHBBHyp6wEAMX/lrW1FJvTFfJheXCuYX5iTK3V49vjLuHJmDUokWVeA9fK5V7AyfAZKtBsDHVtr/jx2JImwtSOAky5OEdb7L/cRAH8ohFgFACHEhPn2dwD4ihBiVQjxCoBzAG6r82sxtqn4VBmhOmov3Fz4atUVqT/z1O3B58gxhuDGoFY5p81Os08Qstc2nyqjJ1J4gs16SMSpU7kik2etO4gIe4rGVVkH2FcbYM1YtuPdPF+2xANQZKnsgPau3n4cvvMNUCJJAMCEy4M+xSbGRvDs1z+fHx4dTF+t/EFVcjuMvd6r0W4AbyCiZ4joh0R0q/n2fgDW35hL5tsYY1WI13iaTVOkhvZxSgT1urYtJMn7OYJhn4rtdW4HyBJxN3XmuW2dQVhL7NwcEvF6VFMsoBVkrbrCG0HC+FyVAdayuwArGlBx+/YO7DTbOCiyVDZDHPWr0MyM3eJaBgs1NBAevvgqllfWoEa7gWwG0sKVqj9HJW4DrIrhMRF9F/blb58yPz4O4A4AtwL4KhFtB2D3WyEcPv+HAXwYAAYGSofEMraZxYMqhqcrP65Yo7MwskRIhDRMVHlhzgn7VE+2PorV20sqFlA0FoIqAAAgAElEQVTrmtfImB2/JiOkb2zRuWlhUOvNVTkxv4opc+stHlChKxJW01ksrKYxt7zu+vkzs7TRnLRcpnxbZ7CkQL8zpOPqov2BFIkIybCeHzY9Ob9adS/CdLATkGTjhKNPh1/XcPz5p+s6jFOs16sASwjxJqf3EdFHAHxNCCEAPEtEWQCdMDJW1pB8C4BRh8//eQCfB4BbbrnFNghjbLOq9SLbiItzsa6wr+YAq97u7U7Cen09sbhVAmuUiF8tqIGq1MIgEfL+d9FackBE6I36MHTFKAgfnV2uIsCqnMHyqTISNs+neIXnWJclwJqYX6m6SH1RiSF2+H6kZ8dx/ZYE/vkfH3bdENmtXpu5i3bqvYX8JwD3AAAR7YbRGnYKwGMA3kdEOhFtA7ALwLN1fi3GNh1Vlmqqw2pGHVE9X6NRbRByPbFqVeniz1itqjk84dfkumd02inOBlmHFY/O2Nc8FZ92zGYFZlc2Aiyn76sv5rPd4gzrChTZOUvcZdnGrKXQ/eL0EpRIEr7U9UgG5Yq1brWI+BRXN4n1/gt+CcCXiOgEgDUAHzSzWSeJ6KsAXgKQBvBRPkHIWG06ghoWKhwHtlLk5oz40RUJRICoIe/s1Yw2O1F/bT2xFJkQbkH/K7Y5VLN93agbJJ8qQ5EJ6YzxpO2zZGLGZktP99mddtSiyfxzPqQrjieBrcGbFREh6lfzM02LdUU2tt+qzZA/fvIynjq/UXO1d9cOPHXUXUPkgC7jUCqGKwtrCOoKLs+u2J54zH0PvVEfLkwt2r4/p66riRBiDcAHHN73aQCfrufzM8aMI9YXryxVfqApFvC2ONYJEUFXZKysV3/v1MgC/FqL1L0uKmbMKqjJkGVCJlP5jqSRW/whXclv8fXFNoKZEZtgwm4kVliN5d/vFAgGNBm+Mhke69D4YoUZLPcnCY9dmsE/PH+p4PPcev0u7Oxy1xC5M6QjoCkIdBhh0WKFAvueRgdYjLHGiwe0grvOyo9v3ik4nyrVFGAFGlSDBdTex6oZdWts8yIyTqheXbQPLKwa+bsYLAiwrBms0mDG7rTjqHmCMD03iezyAibGYiWBS6VsXbnvr9YtwhcvzuT/vK0ziF+9aztUWXI9rqd4VFClLHtPpHKhOwdYjLU5SSJ0VtHYs5H9r4rpigyguu04TZEacoIwx6/JNc1/4/5XrNGifqVigOVT5YZmeK3lAx3BjQa98ytpzK+sF9Qw2p12PHl6Aum5Scw8+Qi0oIovX3qqpHi8UhY57DPGeGWypTeN8aAGRSKkswLzK2ksr2Vc/Tys3dv/1Y39rmcrAoAsU8kEh0p1om5OEjbuKscY84zbxp5E9Q+GrYZPrf4S0sj6q5zreiL5vkNOjQ2tVEWqe94bY5W4qcNqdKA/MzmWL1qXzFqiHLtC9+KRWLNL60jPjkNkM+js3WJbPF5pdJUkkePPIteqIccaODnJZEXBFueWuLtTfjmJoFbSnsWnGlu6TtycJOQAi7FrQGdQL/tkzwnqSlP7OBkZrOo08u48JxnWsbMrhF3dIezrjVZ8PM8fZM2QDOkVf/8beZJ1eHgYf/aZP8C3Hn0EX/7cn2JibKSg0N2pqNtqZnkdSrQbJMlYmb5cUjxu3ORVfj6VazS8y2xMCgAnRsoPVAaAl85ewPzQcaTnJhEPqFXfLDllu8odFuoMawXbmXY4wGLsGiBJVHDRcRoU28zsFVBrBqs5a9yaCGJrIuiqtxXXX7FmICJsTQQAGJlVu+xqI2soh4aGkM1k0LdlIJ95sha6j9qcJCw2s2TMCowdvh93vu2XSrYHA5riaspDd1SH05mSA/0bN0XHR2bLDsaeGBvBw3/5p/nROJ2Yr/i1rRSZ0O1QT1Uu265IEv7gnQfKf+6qVsIYa5kt8QDSGYGfHj3tOCi22WNe9BqK1ZuxRWilKUYvsXKtLmJBzmCx5uiL+jFydRnX9URwZmK+oKWIpkgNvQEZHByEoigYHdsoWs9myhe6F8uN1VEiSdx82150JQobgVbaHszRFRmxgGZbk7a3N5Kv0Xrl1Yv44lN/DRlZ22ah46PDmF9ehRrtNrq3r8+UfL5y+mJ+x4Cw3nY3nMFi7Boy2BlELDsDQsa2eV7TA6wahis3O8ACyndol7n/FWsiSSLctq0D0YBacuK10ZnUVCqFBx98EO9877/OByrWLUK7Vg1WM0trmDQHQ6sy2fa6quYa5DTTz6fK2N1tZOzTs+OYmltybBba3ZfCUhpYnx0HSTL27Nzm+usTAal4wPH99Qa7fFVh7Bpz4LpdSEYCGCtqnkeEmrq+10NXpKpG0zSrCWqxeMC5l1i8SX3DGMvJ/b4VB1jNOMmaSqVwG8KYNFsgJEIaNFnCWsb+JKHVucmF/J+3dQZtm4xW01C1K6zjtMP140B/FKfG5qFEuzHzStaxWWhXbz+Cd7wP6xMjUKLdOLBnh+uvn6hQE1fvtYoDLMauMalUCv/lPz2EJ545Dn+8J58ud1v74CUigibLWMm664XVrCaoxeIBNd91vsN8Qcm1vejg+ivWIiUZrCaNatIsmWeJCD1RHy5OGzcgY7MrzgHWxEaAtdNSE5r/XBKqygarsoSusM+2Bc31fVF8FZegRJLQb38v3nJT2LZZ6JnxeazocfhSceiKVHACsZLBhHP2CjBqTJ3aSbjBARZj16BUKoVfjHcVNNdrdoF7jl2z0YmxEdvuyc1sgmqlyBJetyMBXZEhS4SV9cxGgNWAobqMueFTN3q2qYrUtOxuLvOUe57GsgIXYTw3R2eWsbs7bPtx1gBrV1fpY8I+tepTzFviftsAqyfqy2fWVvU4BvffUBL4Tc6v4nM/OJ//+4C+hJMvPFOxaztgZAtjFW6uiAh+Ta5qVJkVB1iMXaMSIR1dER0Tc6sI+xTbO8pmMEZibBTq2s0vy13sKl3QGslaT+FTZUQDKlbWMy3ZsmQsJ+JTMbm+2tSbD02WCp6no3NrSF/3DiiRZL4XVvFN0sp6Jp/lIgA7ksGSz1tLDWgsoNkeQpGI0BfzYcjc2h+ZWcZ1PRufPysE/vrHF7BgjrTRV68ifeqb+NbzArKs4K3vfgDp9LpjsLU1Ubp+OyG9/AGZcvjKwtg17OCWGOZX1luyPZhTXOhuN7+sq7cfskyItCjLZqc77MPcSvVDoRnzUtSv4sriKrrClTuDe0VTpILn6fTieaRnx40Aa3bZ9ibpCsLI7ZT1x/22BeC1jqnqj/lx+nJpe4W+mH8jwDJPXub89NyV/CxARSK8bZuC468I9PSnMHTuNB7+qz9DJN5he/LQp8qutxLrOZTDpwgZu8aFfWrLgiug9ISe3fwywGjm2U7F5F0RvapxGow1Qk/Uhzt3Jh1P1DWCKlPB8zQc0KFEuwEYW4TW4Ct3cu/opY1yhJ1J+2y52xYNpR9nH5hFMrNYGT6B9NxkwQnHy3MrePTFjcHOb97fg5v3785/P6srK1B1n+PJw86w+0x6PRnu9rmdZIxdk3IncZbXjDosu/llQPs18/SpMrrCfI/JWsvXwMHnTjRFKnieJnu34KHvj2M9IzC3kkY40Vdwk5To6cfTP7mS//gbB2Iln1Oto4eX3+ZnMDE2giPf+ALmL02DJBnfp/sxOb+KmeV1XJ5bgTCzaR0BDW850ANdkfPfj6Ko+Od/fNjx5GG5LvLFAhxgMcZaavEKjh97OR9Q2U2wb8dhys0cK8RYu8gVuVufpz2RWQxfNbJEmWBHwU3SxVU/FlbHARgZ6729kZLPWc8hG00pPa03PjoMn4x8A9H1mXGcupws+Dgi4P7bB/Iju6zfT6Krx/agjSJTVTd7AVXOn0CuFgdYjLG6DA8P44v/7TO4dGXBtt4BMI5vN7sJKmPMnmbTv6ozpOcDrCsLa9ixbSNYefi7Z/KPO7wjAclmq7/eZr0+Vcbi6kYxeXdfCn5dBeYnQZKc38LM2dcbwTsO9WGHw3al3U0eYHyf1dxYSZJxknBp1V0rGisOsBhjdcnNNxscHMTQ0FC+qN0qUsPxbcZYY0gSQZEJ6cxGWsZaSzltGV8zs7SGl0bnABinB+/c2Wn7OYN1Blh+rTDAMrYwP4GxR3+MKUShRJJIz01if3gV77rrRmzfthWAc0sYJ9X0ycoJagoHWIyx5svNN7ty+ZJtvQPQ2vYMjLFSmiwhndkIGgoCrKWNAOulsTnkwrBd3SEkHOqX6g6wbOqwunr7cd2h2/D0hWmk5yYx8+QjyAzG8PVzP8K//rf/AQAcW8LYISo/NstJUFfyne+rwQEWY6wuuflmR186gzklbnuBa8f6K8Y2M1WRgLXSACs9N4mzR1/FREpGV28/TprZK8Doru6k3n5ydgEWANyxLWEEWLPj2NUZQN+WgXz7FwC2LWGcxAKq7XifSmr93jjAYozVLZVKobevHz88M1lSDEpktGhgjLWP4jqsjqCWzxKdUQhfvvgkHvjIv8dLYxsB1v6+0uJ2wNjeq7dVjE+zD3yu74/ik2+5DlfGI/jx3x8rORlo1xLGSSJYW1uWWm8QOcBijHlCkY1RH/NFXY9DugKlhrtGxljjFGdyEkEN6dlxiGwGItSLTGYdJ06fw/yKUUQe0hWkOuxn99W7PQg4Z7AAYEcyhB3J3RhMlLZ/sWsJ46SzhvorwCjAD+jVF7pzgMUY80wsoJUEWM0aYMsYc09TCjNOEZ8KPdaDBUnG4vQYkOjGNMUAGM/nfb0R29ODABCso9t5TrkAK8fuZKDTacFiPlWuaxuzI6hhaXW58gMt+LaSMeYZu1Q6118x1n40uTCgkSRCsrcPscP3I3zwXvzCL/8GLq1vZKz2OWwPAt5ksBRZMurCGqSa7u12Omo4qMMZLMaYZxJBDXt6wpiYX8HVRWPOX8zPGSzG2o1qyWDlWh0E1tagRJJQIkkglMCrVy7kH7OnO+z4ubwIsAAji7WeznryuYrVcnrQKh7Uqm44ygEWY8wziiwh1RFAMqzjp+enENAUaA28K2WM1SZX5G4d7Hxpagnpg++CEkni/OQiFs1Thn5VRmfIPkAhqv8EYY5flTG37P0AdkmqLQNlpdrUmE6MjQCAfadT8BYhY6wBfKqM3qi/7eYPMsYMfrNuyjrYWSOB9KwxEsc63HlL3O84qD2oK54Nmw/VMW6nnKhf8+SgTV/Mn/9zLjAFYN95FRxgMcYaZDARRDzI9VeMtSOfYszY6+5L5Vsd+HQtP5Lm1StL+cem4vanBwEg6mELFjeZsImxERx//ulc9siVhEcHbfpjfuiqETblAlMAa06P5y1CxlhD+DU5f5fMGGsvkkTQFdkcSWO0OpimKL58YrHksakOv81nMHh5iKXSwGjrdqabzu05CYftzWpJEmEwEcTpy/P5wBSA4yfnDBZjjDG2yQwPD+PlI89gYmwEXb39OHDzHYgHNKwMn0B6brLgsc3KYPlUuexJQut2ZiaTzndzL8evyQh7OGi+P+aHIhtbore+4ecAYMbpsZzBYowxxjaR4eFhPPTQQ5iaXcJqlvJz/Z54+L9j9fwkFgQhdvh+KJEkiAprj6xURUJA8zaMCPsUTC/Y77pZtzPddG4HgO6Iz9P1SRJhdWYin0kD4Dg/iAMsxhhjbBMZGhpCOp3G1sFBnDp7Pp8JymYy2L97J148dQbp2XEokSTiAc3xJLCX2aucsO4cYFm3M910bgeAnqi3ARYAzE+N5TNpABwr/DnAYowxxjaRwcFBKIqCsZGLJXP9fKtXQJKcL3Z3as8ANCbAqnSS0G3n9tzn8qqFhNXB63bmM2kAHDtjcYDFGGOMbSKpVAoPPvggjr98FjNSrGSu3w3rQTx6ZhUAcHinYxcCBHXvD7F4WS/V24DsFQDs3rENH/r4b+HVoSF85xtfHXV6HAdYjDHG2CaTSqWQ7OnDT85O5d+Wyw4dANDbP4N0JoubBuKOn0NXvA+wgpoMSQKyHjR0jzWwD9/endsQSfQAgGNnVA6wGGOMsU3IpzoHM4dSsYofrzdgSgMRwafKWFrN1Pl5vOswb6cjqGHkavnhz9ymgTHGGNukfGptWSiixgRYAFydTKzUcDSgeddh3o6b+YucwWKMMcY2KX+N2SJNkRzH59QrUKFBsZuGo5WaltYroBqd8MvhDBZjjDG2SbnJxNjRPJjt58RfIavmpuFoowMsSaKK6+QAizHGGNukag2w9Bq3Ft2olMFy03DUy9OITgIVfna8RcgYY4xtUsEa54U2qv4KQMUZpm4ajjY6gwVU/tlxgMUYY4xtUjVnsBoZYJU53ZhTruGoT5WhNnALM6dSBou3CBljjLFNSpUl6Gr1oUAjtwiJCL46emwlynSf91KlDBYHWIwxxtgmVqlflF1LhEZmsIDK24ROdnWHsLc34vFq7FXK/vEWIWOMMbaJhXQFVxwGLDu1RGh0gBXQFFyB/Zqc+FQZWxPBBq2oVKVtSM5gMcYYY5tYuUyMU0uERozJsarUAsFOMwrbq8EBFmOMMbaJlQuw7FoiSJLRaLSRQjUES7V8TCO112oYY4wx1lTlarDsWiJocmOzVwAQ86uQZUImI1x/TLiBswdr0V6rYYwxxlhTyRLBr8lYXrMfmVPcEsFXw6nDakkSoSOgYXJ+1fXHtFsGi7cIGWOMsU2uUvd0q1oHRFermnYLskyuhkQ3EwdYjDHG2CZXqVWDVSzQ+DE0ANAZ0l0/tt22BwEOsBhjjLFNr1JXcqtYoDmNPH2q7LrTfLttDwIcYDHGGGObXsjl9pqqSFVlu+oVD7rLlkWaMNy5WhxgMcYYY5tcQHdXVxX1NzeQcRPMdYQ09EZ9TVhNdTjAYowxxjY5tzMJY20WYAV0GQf7oyCiJq3IvboCLCI6RERPE9ERIvoZEd1med8niegcEZ0movvqXypjjDHGGsXNKbxmFbjnVKrB2tcbgVJhZE2r1LuqzwB4SAhxCMDvmX8HEe0D8D4A+wG8GcDniKg55zoZY4wxVrVK2SJFpqbXOpXLrPVEfU0ruK9FvQGWAJAbWx0FMGr++R0AviKEWBVCvALgHIDbbD6eMcYYY22gUi+snqgPktT8rTi7wC/kU7CzK9T0tVSj3qMAHwfwOBH9CYxg7fXm2/sBPG153CXzbSWI6MMAPgwAAwMDdS6HMcYYY7WotB3XF/M3aSWFQrqCKwtriAVUJMM6ApqCZNh9j6xWqRhgEdF3AfTYvOtTAP4FgN8UQjxKRL8E4IsA3gTALsS1HSgkhPg8gM8DwC233OJ+6BBjjDHGPFNuBE7Yp7SsFULIp4AI2Nsbcd0Xqx1UXKkQ4k1O7yOi/wngY+Zf/wHAF8w/XwKQsjx0Cza2DxljjDHWZnyK8xZhq7JXgJFZ6474rqngCqi/BmsUwBvNP98D4Kz558cAvI+IdCLaBmAXgGfr/FqMMcYYaxBJIqiKfVhQzdgar4U0BTuS7V1vZafecPBDAP4rESkAVmDWUgkhThLRVwG8BCAN4KNCCPsx3YwxxhhrCz5Fwno6W/C2gCbDX8UwaK9JErX069eqrgBLCPETADc7vO/TAD5dz+dnjDHGWPP4VBnzK+mCt3WE2rcVQjtrz+5cjDHGGGs6n1qaKeoIcoBVCw6wGGOMMQag9CQhEdDRxs082xkHWIwxxhgDUJrBivrVth1F0+74p8YYY4wxAKWtGiJNHu78WsIBFmOMMcYAoGTuX6X5hMwZB1iMMcYYA2BsEUqWyCDs4wCrVhxgMcYYYyxPN7cJJQkIahxg1YoDLMYYY4zl5U4SBjQFkmQ3Wpi5wQEWY4wxxvICZtaK66/qwwEWY4wxxvIGOgIg4vqrenGAxRhjjLG8oK6gJ+rjDFad+KfHGGOMsQLbO0OQuf6qLhxgMcYYY6yAXyudSciqw1uEjDHGGGMe4wCLMcYYY8xjHGAxxhhjjHmMAyzGGGOMMY9xgMUYY4wx5jEOsBhjjDHGPMYBFmOMMcaYxzjAYowxxhjzGAdYjDHGGGMe4wCLMcYYY8xjHGAxxhhjjHmMAyzGGGOMMY9xgMUYY4wx5jEOsBhjjDHGPEZCiFavIY+I5gGcrvHDowBmPVyO13h99ekEMNXqRZTR7j8/Xl99eH314fXVh9dXn0aub48QImz3DqVBX7BWp4UQt9TygUT0eSHEh71ekFd4ffUhop/V+rvRDNfAz4/XVwdeX314ffXh9dWnkesjop85ve+1tEX4v1q9gAp4fa9t7f7z4/XVh9dXH15ffXh99WnJ+tpti7CtsxSsdfh3gzHGWLsp99rUbhmsz7d6Aaxt8e8GY4yxduP42tRWGSzGGGOMsdeCdstguUJEKSL6PhGdIqKTRPQx8+03ENFTRHSciP4XEUVatD4fET1LREfN9T1kvr2DiL5DRGfN/8fbbH3vMf+eJSLejnNARG8motNEdI6Ifsd82x8T0ctEdIyIvk5EsTZb338213aEiJ4gor52Wp/lfZ8gIkFEne20PiL6fSIaMX9+R4jore20PvPtv2G+/SQRfaad1kdEf2/52Q0R0ZE2W98hInraXN/PiOi2NltfW7y2mWv5EhFNENEJy9va4rWtzPpa89omhLjm/gPQC+Am889hAGcA7APwHIA3mm//FQD/uUXrIwAh888qgGcA3AHgMwB+x3z77wD4ozZb314AewD8AMAtLfz3fTOMdh3nLD+v9wA4CSDb4rXJAM4D2A5AA3DU/N27F4BiPuaPWvhv67S+iOUx/w7AX7XT+sz3pQA8DuBVAJ3ttD4Avw/gE636vXOxvp8D8F0Auvm4rnZaX9Fj/hTA77XT+gA8AeAt5mPeCuAHbba+tnhtM7/+XQBuAnDC8ra2eG0rs76WvLZdkxksIcSYEOIF88/zAE4B6IfxA/yR+bDvAHhXi9YnhBAL5l9V8z8B4B0A/sZ8+98A+MUWLM9xfUKIU0KIWvuQeYKIZAB/AeAtMC4s7yeifQBOAPhX2Pj3bZXbAJwTQlwQQqwB+AqAdwghnhBCpM3HPA1gS5utb87ymCCM38dWsF2f+b4/A/BbLVwbUH597cBpfR8B8IdCiFUAEEJMtNn6AABERAB+CcDftdn6BIBcVigKYLTN1tcWr20AIIT4EYDpoje3xWsbYL++Vr22XZMBlhURDQK4EUYW5gSAt5vveg+MO+KWICLZTINPAPiOEOIZAN1CiDHACBIBdLXZ+tqBU4DQ8uDP1A9g2PL3S+bbrH4FwLeatqJCjusjok8T0TCABwD8XgvWBjisj4jeDmBECHG0NcvKK/fv++vmNuuXWrgF4rS+3QDeQETPENEPiejWlqyu8vPjDQDGhRBnm7qqDU7r+ziAPzafH38C4JMtWBvgvL62eW1z0Davbe3kmg6wiCgE4FEAHzfv0H8FwEeJ6HkYW4drrVqbECIjhDgEI5NxGxFd36q12Gnj9bkJYFqJbN6Wz7gQ0acApAE83LQVFXJcnxDiU0KIFIy1/XpTV7XBbn06gE+hdUGfldPP7y8B7ABwCMAYjG2uVnBanwIgDmOr/z8C+KqZLWq2ss8PAO9H67JXgPP6PgLgN83nx28C+GJTV7XBaX1t89rG3LtmAywiUmEEVw8LIb4GAEKIl4UQ9wohbobxJD7fyjWaa5qBse/7ZgDjRNQLAOb/W5XGzytaXzuodIFutUsovHvcAnM7gYg+COBtAB4Q5sZ/Cziuz+IRtG6LwW59FwFsA3CUiIbMt71ARD3NX579z08IMW7elGQB/DWMTGsrOP37XgLwNXP7/1kYtYqtOChQ7vmhwNjm//sWrCvHaX0fBPA1823/gDb7923H17Yibffa1g6uyQDLvDP7IoBTQojPWt7eZf5fAvC7AP6qRetL5k6REZEfwJsAvAzgMRhPZJj//0abra8duAkQWuk5ALuIaBsRaQDeB+AxInozgN8G8HYhxFIbrm+X5TFvR+v+ve3W9zUhRJcQYlAIMQjjd+AmIcTlNlnfY7kXD9M7YWzZtILt+gD8E4B7AICIdsMokG7F7E6n9QHmdUYIcakF68pxWt8ogDeaj7kHQKu2MJ1+/9rita2MtnhtazvNqqb38j8Ad8LIahwDcMT8760APgbjROEZAH8Is89XC9Z3EMCL5vpOwDwxAyAB4HswnrzfA9DRZut7J4wXt1UA4wAeb8HaFAAXYGQ0cqdo9lve/wO08BShuYa3mr9j5wF8ynzbORhbm7nfx5ac0iuzvkfNf+tjMMZG9LfT+oreP4QWnSIs8/P7MoDj5s/vMQC9bbY+DcDfmv/GLwC4p53WZ779fwD4tVatq8LP704Az5vXm2cA3Nxm62uL1zZzLX8HY5t83Xy9+L/a5bWtzPpa8trGjUZZ2zF7DP05jCPLXxJCfJqI3gng/wOQBDAD4IgQ4r4WLpMxxhhzxAEWY4wxxpjHrskaLMYYY4yxdsYBFmOMMcaYxzjAYowxxhjzGAdYrC0QUcYyDPaI2aHf6bF3E9E3m7c6xhhjrDpKqxfAmGlZGJ3lGWOMsWseZ7BY2zLnJf4xET1nzoD7Vcu7I0T0dSJ6iYj+ymzAxxhjjLUFzmCxduE3h08DwCtCiHfCaBA3K4S4lYh0AE8S0RPmY24DsA/AqwC+DWMExz82e9GMMcaYHQ6wWLuw2yK8F8BBInq3+fcogF0wBp0+K4S4AABE9HcwOjFzgMUYY6wtcIDF2hkB+A0hxOMFbyS6G6UDoLljLmOMsbbBdSusnT0O4CNEpALGEFsiCprvu80ciCoBeC+An7RqkYwxxlgxzmCxdvYFAIMAXiAiAjAJ4BfN9z0FY+jpAQA/AvD1ViyQMcYYs8OzCBljjDHGPMZbhIwxxhhjHuMAizHGGGPMYxxgMcYYY4x5jAMs1hJElCKi7xPRKSI6SUQfM9/eQUTfIaKz5v/j5tt/noieJ6Lj5v/vsXyuTxPRMBEttOr7YYwxxqy4yJ21BBH1AugVQrxARGEAz8M4IfhvAEwLIf6QiH4HQFwI8fOo9sMAAAF8SURBVNtEdCOAcSHEKBFdD+BxIUS/+bnugNHR/awQItSSb4gxxhiz4ACLtQUi+gaA/27+d7cQYswMwn4ghNhT9FgCMAWgTwixann7AgdYjDHG2gFvEbKWI6JBADcCeAZAtxBiDADM/3fZfMi7ALxoDa4YY4yxdsKNRllLEVEIwKMAPi6EmDOSU2Ufvx/AH8GYU8gYY4y1Jc5gsZYxR+A8CuBhIcTXzDePm1uDuTqtCcvjt8Do2P7LQojzzV4vY4wx5hYHWKwlzDqqLwI4JYT4rOVdjwH4oPnnDwL4hvn4GID/DeCTQognm7lWxhhjrFpc5M5agojuBPBjAMcBZM03/z8w6rC+CmAAwEUA7xFCTBPR7wL4JICzlk9zrxBigog+A+B+AH0ARgF8QQjx+035RhhjjDEbHGAxxhhjjHmMtwgZY4wxxjzGARZjjDHGmMc4wGKMMcYY8xgHWIwxxhhjHuMAizHGGGPMYxxgMcYYY4x5jAMsxhhjjDGP/f9fGRstTCqQ3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT BOOTSTRAPPED PREDICTION INTERVALS ###\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "y_pred.plot(linewidth=3)\n",
    "y_test.plot(style='.k', alpha=0.5)\n",
    "plt.fill_between(y_pred.index, y_lower, y_upper, alpha=0.3)\n",
    "plt.title('Ridge test predictions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05654761904761905"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### HOW MANY OUTLIERS IN TEST DATA ###\n",
    "\n",
    "((y_test > y_upper).sum() + (y_test < y_lower).sum()) / y_test.shape[0]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
